{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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BAgQIAAAQIECAxXQII03Lk1MgIECBAg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"text/plain": [ "plot without title" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "# Chapter 9 Lab: Support Vector Machines\n", "\n", "# Support Vector Classifier\n", "\n", "set.seed(1)\n", "x=matrix(rnorm(20*2), ncol=2)\n", "y=c(rep(-1,10), rep(1,10))\n", "x[y==1,]=x[y==1,] + 1\n", "plot(x, col=(3-y))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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yt+VzGVrAxe+tkBn6roDOb7Ox72tuFhy3dWv0ulXL4y19Z2XqTucqVyfVsud2Yk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\ngEC6w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"text/plain": [ "Plot with title “SVM classification plot”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "dat=data.frame(x=x, y=as.factor(y))\n", "library(e1071)\n", "svmfit=svm(y~., data=dat, kernel=\"linear\", cost=10,scale=FALSE)\n", "plot(svmfit, dat)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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WfOzNse3Rt9pKq3pjffNj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\nYv3NX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"text/plain": [ "Plot with title “SVM classification plot”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "svmfit=svm(y~., data=dat, kernel=\"linear\", cost=0.1,scale=FALSE)\n", "plot(svmfit, dat)\n", "svmfit$index" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "set.seed(1)\n", "tune.out=tune(svm,y~.,data=dat,kernel=\"linear\",ranges=list(cost=c(0.001, 0.01, 0.1, 1,5,10,100)))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Parameter tuning of ‘svm’:\n", "\n", "- sampling method: 10-fold cross validation \n", "\n", "- best parameters:\n", " cost\n", " 0.1\n", "\n", "- best performance: 0.1 \n", "\n", "- Detailed performance results:\n", " cost error dispersion\n", "1 1e-03 0.70 0.4216370\n", "2 1e-02 0.70 0.4216370\n", "3 1e-01 0.10 0.2108185\n", "4 1e+00 0.15 0.2415229\n", "5 5e+00 0.15 0.2415229\n", "6 1e+01 0.15 0.2415229\n", "7 1e+02 0.15 0.2415229\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "summary(tune.out)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Call:\n", "best.tune(method = svm, train.x = y ~ ., data = dat, ranges = list(cost = c(0.001, \n", " 0.01, 0.1, 1, 5, 10, 100)), kernel = \"linear\")\n", "\n", "\n", "Parameters:\n", " SVM-Type: C-classification \n", " SVM-Kernel: linear \n", " cost: 0.1 \n", " gamma: 0.5 \n", "\n", "Number of Support Vectors: 16\n", "\n", " ( 8 8 )\n", "\n", "\n", "Number of Classes: 2 \n", "\n", "Levels: \n", " -1 1\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bestmod=tune.out$best.model\n", "summary(bestmod)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ " truth\n", "predict -1 1\n", " -1 11 1\n", " 1 0 8" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xtest=matrix(rnorm(20*2), ncol=2)\n", "ytest=sample(c(-1,1), 20, rep=TRUE)\n", "xtest[ytest==1,]=xtest[ytest==1,] + 1\n", "testdat=data.frame(x=xtest, y=as.factor(ytest))\n", "ypred=predict(bestmod,testdat)\n", "table(predict=ypred, truth=testdat$y)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ " truth\n", "predict -1 1\n", " -1 11 2\n", " 1 0 7" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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der0/XlEqSuHwHGT4AAAQIECBAg0AqB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\nHhMLc72XjlppGQECBAgQ6LrAXSntm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"text/plain": [ "plot without title" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "svmfit=svm(y~., data=dat, kernel=\"linear\", cost=.01,scale=FALSE)\n", "ypred=predict(svmfit,testdat)\n", "table(predict=ypred, truth=testdat$y)\n", "x[y==1,]=x[y==1,]+0.5\n", "plot(x, col=(y+5)/2, pch=19)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Call:\n", "svm(formula = y ~ ., data = dat, kernel = \"linear\", cost = 1e+05)\n", "\n", "\n", "Parameters:\n", " SVM-Type: C-classification \n", " SVM-Kernel: linear \n", " cost: 1e+05 \n", " gamma: 0.5 \n", "\n", "Number of Support Vectors: 3\n", "\n", " ( 1 2 )\n", "\n", "\n", "Number of Classes: 2 \n", "\n", "Levels: \n", " -1 1\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dat=data.frame(x=x,y=as.factor(y))\n", "svmfit=svm(y~., data=dat, kernel=\"linear\", cost=1e5)\n", "summary(svmfit)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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i+y8FuK5Yp/wtSrGF4iya9k55OoExX7l8hZbLUfnN4GrztS/Ap89msTE5bvbfyQ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\nuSTOl3mZvprdoVtH/lymmz9RHVd9sapfmOHw8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"text/plain": [ "Plot with title “SVM classification plot”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "plot(svmfit, dat)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Call:\n", "svm(formula = y ~ ., data = dat, kernel = \"linear\", cost = 1)\n", "\n", "\n", "Parameters:\n", " SVM-Type: C-classification \n", " SVM-Kernel: linear \n", " cost: 1 \n", " gamma: 0.5 \n", "\n", "Number of Support Vectors: 7\n", "\n", " ( 4 3 )\n", "\n", "\n", "Number of Classes: 2 \n", "\n", "Levels: \n", " -1 1\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "svmfit=svm(y~., data=dat, kernel=\"linear\", cost=1)\n", "summary(svmfit)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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k7FnnmS/Ep2Pog6QrFjnpy5ZvvO6XXwdUeKX4HP3jQ0ZPnO6g8pl0pX5tra/Ip9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\nAAAASUVORK5CYII=", "text/plain": [ "Plot with title “SVM classification plot”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "plot(svmfit,dat)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Support Vector Machine\n", "\n", "set.seed(1)\n", "x=matrix(rnorm(200*2), ncol=2)\n", "x[1:100,]=x[1:100,]+2\n", "x[101:150,]=x[101:150,]-2\n", "y=c(rep(1,150),rep(2,50))\n", "dat=data.frame(x=x,y=as.factor(y))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YAEJCABCfQ4gSyvW7ukDQuStxxKOUMC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\nRu8bZ+7ce2fm3p7u71T9mJnT3WfO+Xq4b850T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NuUBep6CXwYafEXdVeIuuthsVUbtIsitIvuFnsXP1zahZOtCwuHsnnlBzsxsnNh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aAEOoqADunoKPKarhJQAlFLwOlw4vETnmTj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\nAT2Mh4OHl0dEgz0h4SfCBBZQbqxElhXuEsqNkshSZi+P7kJZI2YeLLOF8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OY04IuJseOPeqIElEB8E9AGUnznv3qvBNqEwIrnnkPx+vUY\nc9ddOHLKFBeHiwZ6kIZedBFOnj4dFbt2Ycljj7VJWqrk4Ajk9wJeuRXw6LiBgwOoV7VIYO0I\nYNbVLZ7WE0pACSiBTkdAG0idLsvUYCUQfQT2LV8eMOrwK69sZtwRU6YE4vZ8912zcxrRvgS2\nHAa8+UvAp2Og2hd8DKe2fSDw+s2cb6dPEzGcy+qaEog/AlqlxV+eq8dKoM0JmN4jdhkho2/z\nudmpeXkwy4NzblKbp6sKrRNYORoweyppUAKHSqCwGzDzNoCr52lQAkpACcQUAW0gxVR2qjNK\noGMIJKRxaTUuEevhXKSmwaxs56muRkJyctNT+r2DCHx1FrCQhwYlcLAEuLR5YF5bRebBatDr\nlIASUALRS0AbSNGbN2qZEug0BHKGDg3YWrhmTTObi9atCzSeMvv3b3ZOIzqOgOlFWsHeJA1K\nwCoB7qGEl9hzVNDD6pUqrwSUgBLoHAS0gdQ58kmtVAJRTWDIhRcG7Fv00EPsSOLuPw3Ctw8+\nGPg2hCvZaYgiApyH9OZUbhg1LIpsUlOinoCZv/bGTcCPg6PeVDVQCSgBJXDQBLSBdNDo9EIl\noATqCAw4+2yYBtAPc+Zg1rnnpm+cNQubZs/GHK5it+Htt3H01Kk48mpd5qqOV7T897InwKxs\nt7dntFikdkQ7gdlch2XNqGi3Uu1TAkpACRwaAW0gHRo/vVoJKIFaAhPYEDrh7rux48svEz9g\nw2gOe5X2rViBMX/4A8b/5S+BZb8VVvQRqOL0MbNHUmlW9NmmFkUXgX+dB3x9RnTZpNYoASWg\nBCJBQHfEiARV1akE4pCAIzERp9x3H06+997i/T/80MWRlBRyVbs4RBP1LpfkBhtJZ34Ib9Qb\nqwZ2CIElJwIfX9whSWuiSkAJKIF2J6ANpHZH3nKCfo9nIWdv+FqWqD9TSLn59d9a/7CfsqWt\ni9SfraaseKkxyrp5JQfphA+ULaNUUXhJzuenHIe5z5fIGp2Ul8oaFvsleilXQzkri9e6KJ8k\n1F1G/4qFsmIWhht1zpfopUzkWNhsrqzBgwMsaFOrgRxKKSNiQUVi/wwLaRmqtaGkVUNrT1LW\n0m+El7loi7RcmN+pyA4r/lGn6Deyqx+w6FQ4fH4Mr3W31X9c2tm1c4DMN6PImwCvwwNHq0pr\nT1anoLqoa+A3GFa8LAOVK4431Ub4YEW2PAtV1GvqgbDB5YR7xwBZXWiU+RLhsbshuv8aFsVC\nFqUWWJRnokLKbVdvlCyYgB/9NhFncZk3LJhxNfxdiepaypZSVlSHU7X4Pkmdot9Irb3iexn1\nWmJB+Rr6KGJBW6zc20Us/L7ADmmnGT81KIF4JyCqoOMdUnv5b0tIGMsKMmxgBbqAcqJKjLJL\nKCsaMU7ZvZTtHtaAAwIllM8+8LXVTysoO6JVidqTlFvIj2MlshZZLKXuYyV6KZNP2TyhrBEz\nD/k5EnnqXU65kUJZMQvqs1IuIsnCNGS6SPxj/i0nDxEL6hOzoM4FlD9NaMMyyh8jlC2gLPtb\nZIH+FVK+q0waYjuoU8yCNiykvOj3tPZoLEvbj5zLXgxvcWEufF0LYA8vGZSoTIcvtVwmv2Mg\nKvtsQapE95pjYDtymaweWjYGthHfyWSp10m9IhuKyKKLBRblGfCll8lYcCPWyr5CFqvJ4qg2\nZrG7D/DODdjB+WqnsRyFDSxvxZQT1YVGGWXz+U9U11J2KWVFdTjtENeHfCu5kAVZ9Bth+uJ7\nGW2wco80jUXxPZiyVu7tIhY2u/jnTAwalEBsE9BfQ2znr3qnBJSAErBE4PufAJ9MsnSJCsco\ngRI2c8z8tBqnaGRDjFJQt5SAEohHAtpAisdcV5+VgBJQAq0Q+PwC4Fvp+/RW9OipzkugKqV2\n8Q5xX1Dn9VUtVwJKQAk0JaBD7JoS0e9KIEoJFKxejW2ffoqybduQOXAg+owdi7xjRCPDotQj\nNSuaCfzjGiCTM6KOWBHNVqptkSDg4UyxV3/D8V4cXqdBCSgBJRCPBLSBFI+5rj53OgLzb78d\nS598EpxEi7QePVCxZw8H79swato0jJ0xA/YE/Sl3ukyNcoP9HF/w+s3ATQ8DnAOjIU4IcG6L\nmXOEzUfEicPqphJQAkogBAEdYhcCikYpgWgisGrmTCx57DH0Gz8eN+7ejRt37cKv8vMxaMKE\nQPySJ56IJnPVlhgiwJXqMPM2rjTRLYacUldaJfDRpcAyLumtQQkoASUQzwS0gRTPua++Rz0B\nn9+PBXfcgeQuXXA+N2JN6x5cZDAlNxcT3nwTqexN+nr6dLgrKqLeFzWwcxKoyAzORalI75z2\nq9VyAv8Zx6XfzpXLq6QSUAJKIFYJaAMpVnNW/YoJAiXr1jlrSkowkL1FzqysRj4lpqVhyKRJ\ncJeXo2jdukbn9IsSaEsCBT2Al9iT5BbtetaWKauu9iKw6lhg9pXtlZqmowSUgBKIbgLaQIru\n/FHr4pzAvpUrA/uwZPbvH5JEXXzJpk0hz2ukEmgrAj8OBt64iZucSjbDaatEVU+7ENjGvP0b\n89bMO9OgBJSAElACkG1Up6CUgBLoGAKJ6elek3JLQ+hcZWZTd8CRnBz4r3+UQCQJrOGW09rL\nEEnC7a97H0ftmt5BT1L7p60pKgEloASilYAufRWtOaN2KQESyB0+vMqAKFyzJiSPotr4up6k\nkEIaqQTakMDXZwDZRcCIRW2oVFV1CIHyjOD8skqdX9Yh/DVRJaAEopeAdqhHb96oZUoAmf36\nuXueeCK2zZuHPd9914hIwapV2DxnTmBPpG4jRzY6p1+UQCQJfHwxsH4kaiKZhuqOLAHOJ/PP\n/C1QlBfZdFS7ElACSqAzEtAepCjKNZ/Pt83sQSEIlZTbJpAD5UopJ5KlXAnlqyV6a2UqKL9f\nIk85bjkptqPSiix1S/3bb0HWsAj03gj9K+fUDMM6bKDe/ZQV2ewDKk979NHdb48d2+Pv48b5\nR//+9yXdRo1yF6xcmbj4oYeyOAQPE955Zy/3RHIzYXG5oKyYhbGX8lZYlNG/4Ni/sDQCZa5F\nFgUrViTs+vprZ1rPnt7BF1zQqFz8+PnnTs69Suhx4omuvJEjjf8Ng7G3Rb0NBflZzIKypeRh\nZclAI1/eJL2WvortMOWCb7dE/jF9cbmozevwem0cancFSr8ahy4tOdM0/rivkThsDbKbxof6\nXpqFGv8giO5PVWmo2T4IrlB6msbVJMMlla1ICegV2VDphIer/YlkjU1snHiL3eB2rOHDfrKA\nkEW1kIWZR/afM7Bxx0B0D28B5yYF64Dw5YLKqLqM8qK60KRNeSt1ramLRHbwN1IVod+IlXtZ\neS0742rYUMtCeg82dYuIBRMW1QFm1VSG/mENVQElEAcExBV6HLDocBft9v+/vTsBk6q68z5+\neqNp9k0ICC4IBtSokAQVHDVOxp1xmRnEdXxjzGZizOrrk0miJppJ8sQko3nGyTpJ3GLcEjWZ\nwUlQ4psBNKxRQQhgXFhsaHZ6o3l//6IKm+rqrv/p7uqu5XseDtV1779OnfO55966p+6te8sP\n1wYya9ImbJ3ivBuxzd5YldtXsa4PTKuk4rcq3rXDo3AbFHjr/KriXbGqg9tCsVvaq8Pexsaw\n6tFHgwYe1rQw7Jhjhky8+OLBVf0S10hITOvoP5Vbp/lDLab2xRfDq08/HXa8+mri6M7Y004L\nI0888cDLFWsfsK72aQ/q1TGnnDL6ioULw5zrriv74xe/mNghraypCaOnT0/cJHbU1KljrPDu\nsjhQ0bf/2KQ6u79nVqxOwPLtOKvO1ofatRg4blxYoCv47dL9n/5xzpyR4848MxFrR88ev+CC\n0E+XPb9qyRLbyUpP6zSh3XJbB6sOdR3VIS22VrEjVjz4YNjb0BCOOOecA5det7iG7dvD6sce\nCxXV1eGdl15qN/O19W946zLa+zumHtYvVI6rfXr/V5VdsSrTbdFSHjbXjvG1zdo85+JQO/q1\n0OeYpfas46Qd9+axa4PrVzE7BoXqcWt8sZtHhD7eWJXb7I3dMiJUDqv1/6ZXp7a1DNjhjJeF\nbtTrstjutHj4mhDeODLUR/SLDtfT1ksz2Y8T28LW0zv4u0b18G5fbNvi6ssaHLk/GyLXEfdn\nmSxiPiNtG+7+DFZszGe7y6JcNx8nIYDAfgEGSPSEkhfYtHhxeHLWrGBXgqsaOFD7tGWhcfv2\nwfMnTAjn3ndfGD1tmtvomU9/Oiz+t38L+1paQn/do2jXhg22kxymfvKTicFMeWXnVrmRU6aE\nK3WKne2Ab1+3LgybNClU9HHtM7nrno+BfYcODef89KfhYd0kVwPEd17z8sthn77l/M3ll4eW\n5ubEvaD6DvGO0buvhTteey384fOfD+NnzgwX6TTHVPrdxz4WVqjPnK4b+1o/0k4MKSlgV0i7\n76MhfOTrIWiHn9RLAk//fQgLT++lN+dtEUAAgQIR0EcWCYHSFWjasyc8ddllYaeOUJynG69+\nXPccul753Acf3LZr48bwa91nyAYlnvTnH/84LNKO8WHamf+wyvvwm2+Gj27aFMbrCIhNX/Td\n73qK6TCmetCgcMjxx5fE4CgFcdiZZ4Z3a+C5bc2a/s9//evhuZtvThzpm37bbUFH11JhPfr4\nHt28d9z73hfWPPFEePn++xPvbY82ODpSR7ZsQExqK9BUHcKPb9RX34e0nceU3Au8MCOEpy/O\n/fvwDggggEChCzBAKvQlSP3bCNjpcnYK1HNf+EIir3zoodC0236+0jYtu+eeULdyZZh2001h\n0uzZoay8PPHN/6RLL22YfsstYZcGOTa4yZbsqMaz2mnuO2xYuOAXvzhw2lXNiBGJoxz9dDTp\nf1Vee5frzlZ+qc+fcfvtYciECTvnf/WrYdF3vpMYhNoy661k/cSObFXr6NVcDYbsKKQdPRpw\n6KHhnJ/8JNGHeqtu+f6++q1O+NGn9UMurpzWo4tq5XEhPPx/evQteTMEEECgYAUYIBXsoqPi\nmQRsR/Wnxx4bfqOjQovvuissufvu8JR+C/JzXeXttWeeafODoreW7v9BxKQr2t5CfvKVVybe\nIv3qcZned9vateUNOvJ0pI4WVQ8efFBIVf/+YYKORDXt3Bm2rFhx0Dye+AQq9Zue0+688y8t\nGvzqHLugC1ckBrO+V+cmyn4f9bf//u+hvrY2PKDfg9k9qc69995gg2JSxwK179h/7x1drIDU\nAwJvHBbCz6/XTX5dl4XogQrxFggggECeCzBAyvMFRPX8Au2dLjfzkUeCnS731KxZ49NPl7Oj\nR/YbIdvZTU/9Ro4MdjEE+21StrTl5ZcT61J79yNKTfeUle29SnX+ojvvPDTVdl2sIvVnrz7a\nUcexZ5wR9tbXhwkXXRTG6W+ST+CvR+3/TZJdUY2UO4E6XSLELufdyL2kc4dMyQggUHQCDJCK\nbpGWboPaO11u4iWXBDtdbs9bb1Wlny5XqaM7dkSiWb9FSk92ql6zdnwr+2bfs7DLbVtq7xQ6\nO7pgqcJRViKQ/w4SWP7DH4bXn3lmxHEf/GA49gMfCH/51a+CTevttOH558Mbzz2XGGTbPans\nOckv8NKUEB7ff6DW/yIi3QK7dczcTmfc0fPXMXHXkUAEEEAgHwUYIOXjUqFOnRLozOlyQydO\nTLzX5pdeavOeidPhNHhKHf1pE9BqwtCjj95rTzOVY9O3JMv3lGXxpLcF6nQEb+6NN4aakSPr\nT//Wt8IZOr3Ofutj02xebyX7XdtvdBpmRVVVuEgXa7ArFNrz9n7v1lv1zPf3nX9mCHPPy/da\nFl79mipD+E9dK2RT4iYAhVd/aowAAgj0pgADpN7UL8L3tnsA/Uk/on/mU58Ki3S56026R01P\npWyny+neNC3pp7jZaVGWFn7ta4nLR7eu64I77kg8td8PZUsDRo/eN/rkk8Orc+aE9N8s2T17\n7OjCoCOPDIfot1Akv4Bdyvu3GnQ079oVzrz77lV2FT/7jdf7/+M/EtNsnsX0RnpWV9bb+sor\nYYb6iV2pcMZXvpJ4btNJcQK//ccQFp0c9xqi2xew0xYf/JBuBHR0+zHMQQABBBBoX4ABUvs2\nzIkUsHsA2cUQbAdxpa7k9oy+4b/33e8ONr2lqSmytPjwbKfL6caeZemnyx1x9tmJCyis0QDm\ncd3TZpVu8rlap2/p78GvqA3vuu66cMzVV7sqox34xFEEu2fPCzrS8dff/S5xae+HTj89sVP/\n9yrb7o1D8gvYVes2LFgQ7NS6d/7TP9WlXmkDkslXXZWYZzE9nf6iI0bLNEgbc+qpYeoNNyTe\nfqq+FHjHSSclptt8UoSAVouHrg1h1eSI1xDarsCTs0NY/t52ZzMDAQQQQCCLAAOkLEDM9glk\nuwfQwttvz/mlvbKeLqdfimQ6xe18DYRO0o/+dZW78IR+r/RrHVXavHx5xTTdb8eOVHgHNaM0\nGLxcO/O6HHWY99nPJm5uavfsOUQ3ef2Hp58OIzl65OtMraLst2Of1mmOZ/3gB62m7v/z3J/9\nLDHPYnoy7da9reZowGYX8Dhb976yS35bKq+oSDzXkcrEfIsj+QVadErYzz4Rwvqx/tcQ2VZg\n3lkhPKdMQgABBBDovABfZ3ferjtfeZ0K+/5Ht217qWbQoJZsBe/TmRNacEdki7P5in1Tsa6z\n0BW7Q7EDPeUmY+zKBjUt2oH93uDBkzWQ2Hft2rWv1AwbdqANDTt2lP3oyCOP1sULyj6yadPK\n6oED9TYdp5j2qaR1ykco29GfARrgHKEbtW6/ZM6cv5a3OlqjI0Jj1zz55JD33X3361Ouv36r\nxacna0fdihV9tIO7b+D48XW6Im7MnVrsRksHLiO+p66ufNuqVVXDTzihsUrltX4vPdkgZ13o\nOHuKsYiMjekXO1XfTlt01Mp8sFD91iuP7qieqXmqb5SF4nfL7kC/SJWT6VErzXoNtbz1iNkG\nuGNVrxiLXWqbrnLiS7JwxQ+pDZUXPBQGj9gYDr5efjtv89qRYfO4tUHXasueXh0f6g7/iy92\n/biwc/Rrvn6/c0BoGrAzuC9a3lAT6qvrQ5/sNQ6hdmTYPmJT0N2jsqcXTgmvP3d2aAxaMNmS\nloe7Xyg2Zpvl7vPJOu7Uo2v7kg/rSEwd1K6DPhccy8S9fdEyidmGu5Z1k86yuKtv32NVz+nK\n/5utvnk439apBvti8/gPfSgPq9dxlRp1K5C7ByZ2wQrVv+MGFthcfWdHyheBivLyY5x12ay4\n45yxjRGxGxU7ylmuDb626nN4yI5XXw1NukqbnfKkwdFBbdCAKBw9a1ZYpvvF6Pcax9pRlmxJ\nZW5RjKt9qsNmxSdiJ+q3QvZ7odWPPTboVzNnHnfctdcmvt1/STf01OAovHP27NoTP/Yx+346\n43fUNqAaPnn/OT4qd5PiRmara6v5dvrX0NTzmqFDQ820aamnBz2qvnZBB1f7YixUZky/sHMe\nXXVQXKyFLb9hyp6UEwu5uS20rJtTfchR4VrFxBwNtXq4dt5VB/sxlWuZxPQLtW+Lt32RFu62\nmavq4LLbKt2ffywsUbx3sPi8YsfZe2RLFU3hTx/8Vjj0KF3dP1vaOjy0jHktZL+EpQraMiL0\nGVYbXGdkPHlpCPPOCdv1Mu+15ay2ri9UFGcD3NOVsyaZubezKsy9nir2oG1h1opEbF8EHLPd\nitkGuNcRudkXgK71VOtT4jPSYZAKifkMjvlsd1m0/lIxVSEeEShVAdcGvVRxaLdPIHFxBIVm\nOn3NSkhNT79Agq/0uKhMp8u9tWxZsNPlzrn//te8p8vFvSvRCCBQCAJ7q8K+n96gwyFjeqe2\nz70/MTjqnTfnXRFAAAEE3AIcQXJTEdieQJXdS0gpH+4BZJdcnnHbbWH6rbeGbWvWhIo+fQ7c\nBFbf5pEQQKDEBer77b830Me/GsLgjCfb5gZouQ6eP3FZbsqmVAQQQACB7hXgCFL3epZkaUM6\nuJeQgfTGPYDsSNGQo446MDgqyQVDoxFAIKPANp30aDdQrXedQJexiKiJ6yaE8MCH9ZtQPnGj\n3AhGAAEEekuAzXVvyRfR+/YfNSpkuwfQgLFjG7kHUBEtdJqCQIELbNCvluyqeXt1NZZcpk36\n9dBPPqkfmLkv4ZDL2lA2AggggIBHgAGSR4mYrALZ7gF0wcMPr+P3P1kZCUAAgR4UWK1Lyjz0\ngcTVPnPyrjsG6UjVZ0LYMyAnxVMoAggggECOBPgNUo5gS63Y1D2A5ujGqnYPIEt2n5jR06eH\n077xjTBy6tT6UjOhvQggkP8Ci3VB3cG67tp5D3dvXRuqQ/jxp3RJt5hrHnZvFSgNAQQQQKCT\nAgyQOgnHy9oKjNQNUa984YXQsH172L5uXRg2aVLiIgkWyQUS2noxBQEE8kPgmfN1jX5dCPmU\nud1Tn706N+Pn14fwxhHdUx6lIIAAAgj0rACn2PWsd0m8W/WgQeGQ448/MDgqiUbTSAQQKGiB\nx68M4cUTu6cJj/5zCK+8q3vKohQEEEAAgZ4XYIDU8+a8IwIIIIBAngnYFebu/0gIfx3ftYrN\nuTCE50/rWhm8GgEEEECgdwUYIPWuP++OAAIIIJAnAk32u6EbQ6gd2bkKLfybEP7nos69llch\ngAACCOSPAAOk/FkW1AQBBBBAoJcFdg8M4Ye68lxjn7A3piorjwvBTq0jIYAAAggUvgAXacij\nZdjS3PxcSwj6lzVt1kUP5mWNUoBGwFtV4E5PrGLqVa771oll2odQ2X08ZSt2m2Jd961XrLt9\nqu8WxbssVM9tit/hqa9i9ii2xhkbzELxbgvFbvOUrbjN3vaZm4y73ULl1qtcd79Qn2tQvL6L\nz55UtvWLnFjIzmuxVbHbs9c2EdGgWFfbLLoTFq56yK02on21Ef3CbRHTtlgLxdu66rWI6fe1\nKjtrv7AjSM+cG5o3jA26W1L21FgZmhaeEbY0V7i237a9cG9r5WzbcNd2S+Vu8faLmD6kWPd6\nam1Tfd3bC4tXnb3x9hnitXD3C7PwriNJC9dnmeoatb2IsUv2C9dnu8p1WbS0tCg06DgoCQEE\nGCDlUR8or6w8VRu9rEkfJs9qK3Za1kAFKHaRypzqjN2ockd5Yi1GZW9V2UM88YpdptjjPbGK\nmRfRvhiLxSp3iqcOqu8mxcacaFOn+KGeshWzVLEnOGPnKc67rJ+VsTc2ykLlxlhsUfwwT/vk\nvFSx3W6h947pF0u0PE501rdWse4LN6t9m9W+4c6ylyjWVQ+V515HbMdP5Xr7RYyFu23J9teq\nHi47ucXUw93vzU3ZZaEr0C1984gwMVn3Dh9UX/ui5hi1z5titi+LVa5ru6U3d/d7xbr7UMx6\nqtg61de7LTSvKAvFuyxUD3e/iFxH3J9lqsNW9QvXZ6RBKH6j7FyfwYqN+Wx3Wewrj+jBVmES\nAkUswADp7YWrEysSAwnbsC9QXv/2LP5CAAEEEEAAAQQQQACBUhDg64L9S/kyPaxRfkb5MeU3\nlf+oHPOtucJJCCCAAAIIIIAAAgggUMgCDJD2n27xcy3ErcofUra7V9yibIfx/5+y+/cGiiUh\ngAACCCCAAAIIIIBAAQtwil0In9fyq1C+Ufmp5LL8sx6PUL5G2c5Xf1qZhAACCCCAAAIIIIAA\nAkUuwBGkEH6lZfwN5d+kLevfJ59PTpvOUwQQQAABBBBAAAEEEChSAY4ghfCDDMtWF54JFyen\n/y7DfCYhgAACCCCAAAIIIIBAEQowQDp4oR6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AIIIIAAAggggAACCCCAAAIIIIAA\nAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCA\nAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg\ngAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII\nIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC\nCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA\nAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCA\nAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg\ngAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII\nIIAAAggggAACCCCAAAIIIIAAAggggAACCCBQAgL/H8kDyevThO6/AAAAAElFTkSuQmCC", "text/plain": [ "Plot with title “SVM classification plot”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "train=sample(200,100)\n", "svmfit=svm(y~., data=dat[train,], kernel=\"radial\", gamma=1, cost=1)\n", "plot(svmfit, dat[train,])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Call:\n", "svm(formula = y ~ ., data = dat[train, ], kernel = \"radial\", gamma = 1, \n", " cost = 1)\n", "\n", "\n", "Parameters:\n", " SVM-Type: C-classification \n", " SVM-Kernel: radial \n", " cost: 1 \n", " gamma: 1 \n", "\n", "Number of Support Vectors: 37\n", "\n", " ( 17 20 )\n", "\n", "\n", "Number of Classes: 2 \n", "\n", "Levels: \n", " 1 2\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "summary(svmfit)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sACnLuUBcp6JXwYZ/EXZVeAsutrsVUb1ItC1Is+Fns/fvipF75s/bDwkTcn/2An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\nhR8fkJ9qqClvVUVFSUXr1yciaKpLs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CHnVdLmsGZX/JxVVHCfg7AY8PMf4OwJvy\n53Q6+7Gh9ihs7JZRb4BHxUKFNdTtI9Flukeo20Kia3Son0p9BiH2LNTdQN0enjUtjeX8K82f\nmEWQC7/2XFXJw2olRiW2QEH8EZljYk7PioIrIgOiHtn9HRDcdg8iKrlshV1be6Kg23qZzev6\no0Cav8294DxrHUTxsLnGT0HzxNplQacLL/+RT30RaMZ60bNCxivfsZy6tV8vgHVMt1fll6yw\nN4m6olDVBXSvvx6DY3f8HdGtEyqkU2FHAutFO2G9WDYSTWhHlwqJVLKDD7fLWTFF3Pg7tcMi\nmTY0q+SSVe0yL2tE7GzaIW4DeH1x20Ib1oc3bdqz9cCBVeWn9P5jZNG09A4Pn03IjXgPOsWH\n1/IDZ7d5FtqwjFqisqaemAXrz3qmLfqdkptx0mI9W1uiUScsmLq4Xtj8jYjvZWQhvkcaGtQX\n34OpK763S1kEFc3pNLaoKIFAJ8B2T0UJKAElUH8EzDvKt24H9ooe7+vPrrq4UlYk3HPu5VOS\nnUfnujBE01QCSkAJKAEloATEBLQHSYxKFZWAEqgNAos4/WbTubWRkm+kkcZ36WYh2amPARFZ\nvmGzWun/BPKysx07uchy0saNVmZNZL7TR4+u94WW/Z+05lAJKAFfJKAOki+WmtqsBHyUwLIR\nwPeX+Kjxp2D2kTbAPC7ZNPlJRqETzT47hYvpqUrAA4HEtWvx0RVXnJu+fz9CoqNhFvTNTUtD\nk86dMfKNN9Cqv05D8YBQDysBJeDnBHSInZ8XsGZPCXgLAc6RwifXeos19W/Hrq7AO5Mrn+Rf\n/9boFQOVQF5WFj65/npkJSWFXvbWW/hdairu4nb5Bx8ggyHyF40dixw6SypKQAkogUAmoA5S\nIJe+5l0J1BOBnWcWOgfg/KNAlvWcPv/JdYFMQPPe0AQ2vPgiUn75BT3uuCOh67hx1mLLpgep\ny1VXYdCMGcg4eBBrnn66oc3U6ysBJaAEGpSAOkgNil8vrgT8n8Dh1oXDy0xUNxWGDuMwwxUB\nOMxQy947CBxdv94y5JzJk030uDLSbfx46/vhn38us1+/KAEloAQCjYA6SIFW4ppfJVCPBI4z\nCLwJUJAtCihej4Y18KUWXw9s7NvARujlA5KA6T3ipCMz36jCeleR8fEIjohA6o4dAclGM60E\nlIASKCagDlIxCf2vBJRArRLI5lKRxjk6bmelnFq1wHsTc7PlNaHO93T2XhvVMv8kEBwVxYlw\nbuRlZFS4/xfk5iI/OxtcFNc/M6+5UgJKQAkICVRoIIXnqZoSUAJKoEoCBU5g/u+Aw+2qVAn4\nA/kccjh3GpDYMuBRKIB6JBDbpXABssTVq0v6dY1jtO3tt/H11KmW8xQUHIy8zMx6tEovpQSU\ngBLwLgLqIHlXeag1SsDnCbgZiOG9ScCOs3w+K3WegaxG7GW7DzgRU+eX0gsoAYtA5zFjrP8/\nPf54ezd7kkzI73lnnYVPGdlu87x51rEjnIP0GtdFOrRypVJTAkpACQQkgeCAzLWXZpo3q3S3\nzLZ86qXLVJFrQzfLhq4JSJZBfVEdom6ONG3q5VNflD/qiVmYpT5yQ8HkPUu+Ey7qil8g5IbA\n7RSmXRCMAqkdBUGWHSKb7ei6guQ25Npk8eWVSFs9qPbrBUstj5uoXlDPrDYk1RXXTaaZKa3H\n1DW/EaMfZj5XJceasyfpXgRd8aa8TJhmgdQO2pAn1aWNYhaSvJXLs+mSkJaJuN2y0wbw+nbq\nkJgF+Zq8hZbLb8lXLsYatHfJEmfa3r2Oxh07utsMGZLfol8/KQs7Nnus96cNH45OV1wRvnPR\nomYfDB+en7RpU1B2crIjvm9fF3uVnGfdcktehxEj8pfcemv4oiuvdE/cti0zrHFjMQtm2twX\nxCFZWH527ju5TF/KTXxvYJpiXebNzN2S2iC+RzJNI7ZY2Phdi/LH9IzwtY2KElACoodbxVQ/\nBBhqtRFvFh6FjVgw9USNGHVDbehmSHWNkUzbODJSO8KkutQz9VKarpyFG6GhubJA08EFCJLq\nGhaM0OaQ6jvz4RTruuR2OG3oBrnkNoTaZPH9xTCdSNLyE9cLYjYPXaJ0qWenDoltYJ3PluaN\nNpjfSI5Ef38H4NtLsfOGWYhmOXoUpumUpGsSYnIh9PRF3GivHRaivJXKTDY/S+2w026J2wBe\nX1yH7LBgurlVlcfS6dOx9tln4Xa5ENWyJTIOHzZIWvW55x7HBU88ATOczYOIbWY6ono/+v33\nsezee/dueOWV01wcXmckJzXV2f/BBzH4scdCeC8KMYvILrvvPseaZ55pNPCvf7VTL/KqYmFd\nqOKfTBv6xgmV1iFxvWBZi3V5fTssxPdIg4V2iO/B1K313wjLQUUJKIEiAuI35EpMCSgBJaAE\nKhJI3rrVGpq054svKhxM+OabYDNsKXnLlgrHyu/YcC5OfHhz+b363ZcJbJozx1pTqP0ll+D2\nQ4dwO9cYujMxER2GD881aw2t+fe/GyR7zpAQXPSf/+w9k+sgGbn2229xKyPXDXn8cQa4K3xM\n1pDfDVI0elEloAS8hIA6SF5SEGqGElACvknA9Ap89+c/Y8GoUTi8alVJJjh0CQtGjoz5/q9/\nRVRrLgYlkFUXAEuuFCiqitcTMPN72AOD8KZNMfqddxDVooVlc0Tz5hj93nvHI1lvfpgxw0ST\na7C8pG7fboX8bjWAKxiXEw35XQ6IflUCSiCgCKiDFFDFrZlVAkqgtgmEx8ZiBHuJzBCqLyZN\n4kQihkrOycGnN9wAV34+Rr31FsKbcEEooXzFOfQrzxcqq5rXEuB8IzNsDR3pOHMOTxk7Qxs1\nQuexY5GXno5j27aVOVafX4pDfudnZVW4rIb8roBEdygBJRBABDwOfg4gFppVJaAElECNCLS/\n6CL05VyT1U8+iVX/+AeyU1LAifk47+GHs1qfd15JOGVp4maoXUwq0HWj9AzVqy8CxnH49cMP\nrfI114xjtDfjBIWa9YVKibUgK7/HnHZaqb0nPxbvN4uytuhb/arBZhjnYUaUM72VHJ53MhF+\n2s/hccd37ULLfv3QrHv3Msc8fTEhvxO+/toaAtp64MAy6pbjxl6wYjvLHNQvSkAJKAE/J6AO\nkp8XsGZPCSiB+iHAye3Y++WX+PFvf4MrLw9m3smAP//ZvJq37SC5uI7U61OBO/4OtN1bP/br\nVTwTMCGxP772WhinJiQ62pqvk5uWhpiOHRuP4jpCrfr3L0kkpMhhqmoIXe6JE5auU7Aoa/Ew\nzgzOY7r+hx8sZ8icbIZxfnDppYjk8L0J69aVXFv6wYT83vDii1g5cyau/OijkvlH5nyGAbeS\nMT1dKkpACSiBQCOgQ+wCrcQ1v0pACdQJgeCwMFzIaGVWVDC+eR/61FNwBNW8ic0NB+bcC5gw\n4CoNTyCPw9A+4VpB6XRSLuOwyd9x+Nxd3C7/4ANkHT0atIiORA6dpWJpUrQga1UBOo4VBe6Q\n9NDU9jDOYhtNb5RxgHYtWoSPLr8cvy5YgB0LF2LRVVdhO+dNnTNlCrrfdFOxuv5XAkpACQQM\ngZrfvQMGkWZUCSgBJSAjYCKTFcv3Dz1U/LHG/9M5deXV6Vxkp+zorRqnpyfWnIDpaTHD5vo/\n8AC6MvqbcX5NxLcudCZMT2EGI9SVLn8TlKEVh61x/SMc5sKrpeXounVOrkNkep6sIXqlj1X1\nuXgYZzJ7jcwwzhUMyW2GcQ565BFwGGdVp3ncP4qO0ADW1YSlS7GYeVnEXqWjGzbAhPy+5KWX\nyvQqeUxMFZSAElACfkJAHSQ/KUjNhhJQAg1LYOPs2djJt+9nT56MsxiswXxeP2tWtYvESiw+\n2ooLyU7jCqc6IFqCq850jq5fb6Xd9cYbK1yj+803m8VDKzhCDKVtrXP0Podb/sz5afs438eE\n9n73wgtjTeCGK9hjUxxWu0Kilewwwzib9+hhDePk+kTWME7jsJ2KmJDfg+lk/Z5D/iZx6OCU\nffsqhPw+lfT1XCWgBJSALxLQW64vlprarASUgFcRSOGD5Tf33ING7dphKB+EwSF2e7ku0vL7\n74867Te/QWznzqdk794uwFu3A+NfAIK4QqRK/RBI2rzZmld2ghHp9rOHxUg0y7i8cI6QOzgi\nwpqbVPqYCb5ww08/YQmHqrEuWIeMHgMq5A99+unQeAZ4sCPFwzjfGzbMOu1Uh3GWvrZx1Jp0\n6lR6l35WAkpACQQsAe1BCtii14wrASVQGwRMKO/Pxo9HPtezuZS9SGExMVZYZzM8KT8z02GO\nGZ1TlU3nAotuONVU9HwpgS+nTGn9Gh2YZYxO+AuHoZmw3UaW0hEuX57VhcSO790b4znE7q7j\nxzGBvVBm3tK1y5altujTR2pKGb3Sw/hqYxhnmcT1ixJQAkpACVgE1EHSiqAElIASOAUCJmrd\nYfYSmKF1HRhRrFhOZ+jnM8eNyzHHjE5tyPeXAMtG1EZKmkZ1BDbNmYNNs2fHmUiEtzMow+2c\nX8RhdNYp6194wRomV/r85M2bnabXsLqAC8ZxjuPwOGdoaOlTbX2ubBin2aeiBJSAElACtUvA\nUbvJaWo1JDCF5708NSVlBReUdHlKgyNskllwzTzpmeNMLJVesGiVSqabzXQZO0ssedQMkWgz\n7eNMm1POPUsB88cox6L82WHRejfyhn2Obp4tsCbF5zRJJTc3RL+RAicKnAWg2Z4lKwrZERky\nzsdjkdE4BaIp+inNkR6bhEaeLWBhxCKL6UZIdHPCkBeWIytnk978u7DOFQzRyxc79YK6SSwM\nUUw3O/WCv5HjNFZUN6mbQ13xvCLakUubRU/EYhZUjD2G/JRmEA2RtvN7sskilyxEeSuqZ2ae\njoidmAUTpK6deuFR10VH5/mYmEFM2nXr7t2rIps3J0Lgl3ffjf3kuuvOCQoJcQUFB7tvP3z4\nBzo9RAa8P3z4GfuWLGnJYXO/9L3nniNmX1USlI+gNvsQWxAkY8c5aLvzwhDOwAnhbw4Y0Dc0\nJiZv4tatq83CxPO6dz+X4cKDOYxvNZ2vbDtlbZObuP2uwW/Ezn2Hq4PJ7me0I4n1U9peeKwX\nxeVJbmn8TccUf6/uP22w9Rth2nXCQlrWednZjuciIs5nnkz9/6G6vHnpMdMe5cw67yVMOfM2\nLzWxarOOZR1D/DvWo48x/pWqNfVIfRAQ3WDrwxC9BucWBAcPEXJYRr0LJLpsyNdQTzqWw9zY\nW0jSNTpsdFOZvsj5ovoGbj3MeZ6EXsZy6ojyRz0xiwMdsfbNO9Ha0/XNceYtsftaxN78nGzO\nB50eF50e3o89y/4OyGq7R+acbOUUhW7rZYzXcQmW7utkupt7IZS6ovV5kuJR0DxR5vyZ3Lud\nMBMrYj2TsDTMzHej71FY18T1grriekFds4BML48GUIG6SfwneugqSi+Z/0XOPvVEdvQnhYPt\n8SsdJM5M8iy02Q43kQ3mqkzXTt7MKXbYie1gusu4idoLCQsz3ygvPd2Evz5G52iwMdzImVz/\n6BeudbRjwYIgs87VhpdfHmIWWt0ybx7oHFkhsftMm3amUbVOqOSPg0/MN/0HaL8LrkYnZO3F\nDLZBOc78Ll/edhsKsrMxcuFCZ0TTppZdw+fOxUejR4PH+o9bsQLO4OBaZVEqC3Z+pyk8T/r7\nN/Uokfrxpa5V3ce1PNi7OoXiY0xXzILt/XLqi+oQ0xffy5hmKvWbFNsk+C++B9PmNUxfem8X\nsQg6hWUJBHlTFSXgUwRED3Q+lSM1VgnUEoGtvA0vmFBLiWkySqAWCHTlY+rY+bWQkCZRJQET\nyttIo/bt88ormZDY7S66yNr97R/+UBISu+/992dJQmKbsuvOMrQr1Q3j7DZhgjXEs7aGcdq1\nTfWVgBJQAv5IQHuQ/LFUNU+1RuCnC/n67xhw8ce1lqQmpARqRKDt7sIodk72QqjUHYGQqMIR\nrQy6UeEFogmJ3YprDiX873+4eNYsmHlmJqod3+Zn8W1+tUNWL14EDDTv8Wsgg2bMgNkqk5Hz\n58NsKkpACSgBJVB7BNRBqj2WmpKfEvjit3SSOJiory+OyPbTMgm0bMUeBW55hhN+cgMt5/Wf\nXzfnIBk59MMPFYag7v/2W+z57DPruFkEtrKQ39bBcn/6fAcMX1BuZz19NRH2fv3wQ2tRWXPJ\nOEbmO53D8kIiK2SvnizSyygBJaAEvJ+AOkjeX0ZqoRcQeG8SZ+UeB7ps8QJj1ISAIhCZDkzm\n0krRaQGV7QbLbPOz3PTTwAAAQABJREFUz0YQI80xMl3kZs4vOqsoel3Spk0wC7666HBEt29v\nORoSI7tsAq6ZK9GsfZ3EtWvxMedOpXKdrpDoaGtR2ty0NDThulwXv/hi9GkXX1z7F9UUlYAS\nUAJ+QKDCEAI/yJNmQQnUOgFGZcP833FyfLtaT1oTVAJVEghmj9HEf/Otf7Vx0ao8XQ/UgEB4\nbCwu/DehU5ZMmoSV//gHdrPX6AOGcDfOUSgdjSsXLbKcDU/Jt9oHTHgeYITLepe8rCx8cv31\nSGeY8sveegu/4/pLZg2myz/4ABlHjuCTceO659BZUlECSkAJKIGKBNRBqshE9yiBSgnkcIbB\nnHuBlKaVHtadSqBWCZiIZze8BHTYUavJamICAj3vuMNEsUsxobRX/N//YcFllyGDjkbjTp1w\nzdKliOcwNU9ihuXe+hTXTcj2pFk3xze8+CJMwIn+DzyAruPGwcEIZQ6HA12uusqaz5SdlBRW\netHZurFCU1UCSkAJ+CYBdZB8s9zU6gYikBYLvDqdM7KrnY7dQMbpZf2KwBVvAmebIP0qDUJg\n5Btv7G/OhV257pF1fRO9btL27WjRp49Hexjy33KOzLDchpKj69dbl+56440VTOg2fry17/DP\nP1c4pjuUgBJQAkoAsoUGFZQSUAInCSS2AebdXTgvJDj/5H79pARqi8BQxgEY/HVtpabp1IRA\ncESE+8Jnn8V7w4ZZpw975hmrF8ZTWk4GB7/5WS4od9CTZt0et8KVs8eoskASkfHxcIaGFnBu\nkmhx67q1tPLUKwsu0fGyyxyhjRpVfoLuVQJKQAnUIgEN0lCLMDWpwCGwqyvwzmQOgXrRWjAz\ncDKuOa1zAr1+BC57t84voxcQECg9BO37hx7ClR99VP1ZDIA37hXg9O3Vq9XH0WATrpwR+fI5\nF8mEJy8txvngFhQcHl56t9d8riq4BNem6nb5e++hVX+uiq2iBJSAEqhDAuog1SFcTdq/Cawf\nADTmmvGj3/HvfGru6o/A6duAa2er011/xKu+0uqnn266c+FCnD15MsxcpM1z5mDj7Nk4h9+r\nEtMW9FxV1dH63R/bpQsSvv4aaxhwoiC7cCJUcYhvE9WO4og57bT6NUpwtfLBJc5kFD5OnsKO\nBQvw2YQJwYvGjsXErVsRFhMjSE1VlIASUAI1I6AOUs246VlKwCKwfISukaRVoXYIcCHYcDM0\nK7gBIp7VTg78J5UUOhDf/elPrRtxEdihTzLGOnti9n7xBb655x605ZC7WIbJLi9DlgAXfFF+\nb8N9N+HKjfzwl78gmMPSghikoTjEd0yHDtYxBqKw/nvTn+LgEoMeecQKLlFsmwkucXTDhkM/\nPvxwW9Ozd95f/1p8SP8rASWgBGqdgDpItY605gkWuFybOUKDsas8Shr1NnrUogL1kvhPpEu9\ndOonStIt0smivihcAVeZPyK1mbri/NEOO7pHpTawEDIYweSIhMWiG4D8EMS12o/GEv3MKGRk\nREs0geONkf3LOciSaGdFIYu6YRLdtBhkUpeoPUtmKPKSW6DsGJ1qTmMvyNEd3bC/GpWSQzQg\nUVomNuvFCV5EVO9Z1kdZ1lJdUy8OlWTA84dM5s/jbBRO5g85/2vE7ussK2teNqMuuNlhUWSD\nx7yVQpTJzyJ2LGvxb5VpnpCyoK4Jm1BtWbvy8vDx1Vd3Yq9LJOcg7Q6NieFKVHR+nnoq+tPr\nruvAY5k3rFq1szh4gznGoAw5XO8ogr8pkeQ7kU9H2OP9NzsCBTkhOMD8SWPhpdGAjXkZGY6f\nn3yyCyPXhbL3y9GqX7+07rfcknL4p58i6IDEsQfJwfk8Cd1uuimVaXsU6pj7QrXcSiVi6rx4\nFVqWtanLJW3tge+/b8u0Yjtfc80v3M9A9yflrFtvTTYO0v7ly027v/fkkUo/ie8NdtqWIlvr\nhAVzYecenERbpHaIWLjcbqJAoWddKVLdqQQCh4DHBjpwUDR8Tp1BQWeZ1smTsFE8Rj3hrRh5\nUl3T8FO3hafrFx+nfir1mxR/r+4/dU3LK7U5RaprhwV186Xp8iE4kbrx1eWp5BgVl4xFym1P\nIEISknl/B6DtHpljubUncs7cKNNd11+uu7kX3NJ0k+IR2jwR4sncrRLQ+fU7EbTnjBJCVX5g\nmbikZcJExPWCuse4ieoby7pAagN1k6jbvMoMlTvA/CVTv1m53WW+htH9nfwvVs5gZLUT1osv\nxiKK6XYpk1AVX+j0pNDuWmchyVs5k8zLGhE7pi0uE+raaQ85KLZ6Fj899hhMBLgzx41L7jJm\nTMfiPHTlUK/dH3+Mra+9FkmdcwbNmFF8CAzJntJN+Ds1J2U0gisqHSyWqiWb04NmPUgQYWjM\nshaVH1Oz6v3Gl19G2u7dGMheFjM8cPVTT8UkfPONNSYtvFkzZCcnm5DlBUEOhzRd8e+U5WF+\np7FV56zCkTJtbcZ+vlvhkLrYTp3OZDplpHG7dmsZPAPpBw/GeGJip17Y+Y3QIPG9jDaI75Em\no9QX34Opa+feLvqNsD6U4a1flEAgE6i2gQ5kMJp3JWCHAHuQMHcavaqWds7yT90QRvGayKFi\ncaK+Av9kIM2Vk1EQb34OYO+jipcQMI7PdA6p4+KqFUpl5Pz51rHSzlFdmF3A1xFmYepD7WuW\nenGI7+433YTBHKr2+xMnMInDBqfs24eJW7ZYiVInumap1+1ZpYNLlL9Sfk6OI5/zqbw1uER5\ne/W7ElACvktAHSTfLTu13MsIZDXiGkn3cbyPzh1GJNeBmfwk0MgMaFKpnABfAV/zKtB5a+WH\ndW/gEnhvErDjrJrnv3yIb7NAbBMucmtCfpsQ36YX5sTevaLh0TW3omZnmuASRpKLHLnSqRxd\nty7MzAfzxuASpe3Uz0pACfg+AXWQfL8MNQdeRCCFA4jm3AvkiGYCeZHhdWBKbHLhYpmh0tkT\ndWCDNyc58n2gD0N6qyiB0gQ+vwpYM6j0Hvufq+uFMSG+TS+MMyyMI8u8TzqPGWMZtXLmTPpC\nfItQSn589FGrj94bg0uUMlM/KgEl4AcE1EHyg0LULHgXgQMdgNfu4twB/XWhzT5gwvNAkEZm\nK1NJB/4PuPDTMrv0i48RiN+6DX3nvYYzvlhSwXL3kRVw73gN7lR73YM/DgP+d3mF5GzvqK4X\n5ti2bZzs4kZU69Ze+eqiw/DhMA7QrkWL8NHll+NXhvfewXDrixjFbvcnn8SeM2UKzNBBFSWg\nBJRAXRLQR7i6pKtpByyB7ecAH94csNkvk/EzNwG//W+ZXQH9pfsaYMzrAY3ALzJ/omULXPrn\nGbhl1Bi0XfVTSRATd8pmRm0ZBax9lOHtWonzuqUXsGCCWL1axep6YX56/HHr3E5XXsk+Xu+U\nUe+8gwFcmDdh6VIspmO0iL1KDPGNnnfddfiSl15iDAcNJuCdJadWKQH/IRDsP1nRnCgB7yKw\n6gIuJMuYUpcu9C67GsKafisYX5lxrZZw+FAgS/udwI0vsket7MihQEbis3nPio3Fu/NmY8ol\nI3Hl1Nuj3P1XMi8s2GXs3XAx+sbQ+XCEiYJ8Yl9H4I07eHYtvbIs7oUxi6uaXpizb70VDPmN\nLfPmWQuuml6Y3tOmmdDaZ3pjAThDQqzgEoMefhjHd+2CMzTUmj9FW03ol5beaLO32mSGVG58\n9dW4dBMdkFK8WHBIpDgSu7dmTe1SAnVKQB2kOsWriQc6ga84nL4JnaT+3wY6CeCSxYx5y4DX\nK4cGJovmh4FbngFMlD8V/yCw86IL8e30abjgyX87EfEvrtrDKOKp7EHq8wgc8QNFmUyOYwTM\nexizuZbnLZpeGM7ZMSG+zdA0yxaG9kb/Bx/EYIYy94VemOLgEiKQNVTyZwcice1afMzw9Fz3\nqntIdLRV5sWLBY984w206t+/htT0NCXg/wTUQfL/MtYcNjABM9QuJhXourGBDfGCy4+dz5V9\nmwDbenqBMfVoQhSX77z1KYBr36j4GYHPH3sE3T79Mj9uw8xguOj9trqIqxbdL8plejQwm5Ev\nM2JE6raUqumFsZWOPyuXciC6+ZsDkZeVhU+uvx7phw7hohde2NLz9tu7m/WlTK/i5xMnYhHn\neU3cuhVhMXVQ+fy50mjeAoZALXXoBwwvzagSsE3AxdkJJmjD/tNsn+p3JzhdwPgXuFDubr/L\nWpUZCskBJrHnqNnRKlX0gA8TKAgLw6dPPJllOUcmH/2f4HOo51trbmjh2mnJ4qW5awapuBfG\nhPhWOUmgnAOx9XepqbiL2+UffICMI0csByInjW82fFQ2vPgiTLj3/g88gJ533nnUDLE0daEL\n53SZdbwyDh7Emqef9tHcqdlKoO4JeG7F694GvYIS8HsCZviMCf99jGHAA11CcwuHmsUGgMMQ\nRIfwxllAuwByCAOxfp/3/LMnB8itmeERgdsJ95ucc5TQyaOqKtQRgdIORA8/dCCKFwvueuON\nFQh2Gz/e2nf4558rHNMdSkAJFBLQIXZeVBPcLtdeoTlZ1JPqmldgUl0OBEO20AY4ODKEuseF\n+kZPZAefKbPouYt0maYdFmIbmK5hYdKWimFR7evG9MbAf+9B8Ki3EcG5OKLfXnYEsqkrmrXC\nN9I5Kc3A2eGeJY/pUpfvsD0LhwHlOgtkuia1nAgusxLuOX/XzEX+7OlIdwXLytoNZLLOieoF\no4pnseNOpEuT7dQLU8amrEVy6QJEttqPfLL2KFlRVvmFeFSkgsMF9kvJ8kdmxt5aZ8F0TzBd\nO4MGjb6UnZ0yEbcBduoQ8yeyYdB/Xmh0xuefNcs9e6ILbhdCN88PyjgwpyC3xyRernJZMgaH\ntvQGmzrPwkTSaIuo/KibZUNX/HtimqY9FNlAXVMnqm0LS+eaNh/nOaK21g4LXqPaenH4p5/M\nr7LRGdddd4DXz+Tnkvx1vf76oGX33dfuwHffmf1lXuVQ1w4LU99NPZKK0ZXeg6u9tydt3GiC\nWYTGtG27j//LsDCLBXMdrHYM+c6mEge5WVK07tRpxd/1vxIIZAKih7RABlSfeWcXuLRh2kO7\npLomlKtUN5y6LbiJxM0bBW8WTUTKhTcJkR1FzpFIl9few02qy3AJYl2zynw8N6lwdjZiPSkf\nbgO8eh/WU086C2c7dS/wlK45Hp6JX+/4O1q0TvCsfTAL4VzIVfT7L3DCQV36GzLhg35QRAY8\n9k6b61/5Brovvh6x+QJXjXXNPMCIyprG7pHqUs+UnShd6iVxE/UDXrwIOO8buCIFLJgm6IiG\nScuk33K0pOPc/ITg1+cmN7KT5k/MgukmM12B62dyZ4mYHbXFdlB3DzdR/uzUIebPtG/Vptts\nxw6M/L8/I61Va1dMjydY53nW7q8Q+c39zsjoC+CI6UzTysrXo4HVQ2B6nETtC20Qt1vU3cN0\nq7W52JraZlGcLgmkMG2PbWGxPnUT+bnWWTDNPdyqZJG2dy/fNDjQuGPHNrR5J+0o0Y1q1QrB\nERE4kZBgQr2V7OdnU8LGoSuzz+yvTKhr5x5pkjCRBaX34Grv7WGMsmgkLzv7tNDQ0D38WGKz\nCUxhttBGjUw7XbLfFwJ30F4VJVAvBDw+xNSLFXoRJaAETplAViQKXp3OpxM7j6ynfNVTS6Dd\nHoTf8JLVI3JqCXnZ2X2+A4YvqDujYtIQbII+hJn3wioNQiAoPx/jxt+C0IxMLH7uhQxHaAwc\noY3pFT8P5LPjYfkt7FAq26G75jzgi6saxFy9aDkCwVFR9HbcyGcwg/JinIf87GwEh5t3hr4p\nksWCY04r8Y18M5NqtRKoQwLqINUhXE1aCdQ3AdOjYJykTB9a4uLsNcAVb9Y3qbq7XpdNAIcP\n1rmYnsIJfBYPKvsMXufX1QsUErjobzPR/qdVWDn5Fvx66YiSUnC0Gwl0uoF9jauA9TNLcP3a\nDXh3Er+y+0Gl4Qn4uwMhWSy4MyPZqSgBJVA5AXWQKueie5WAzxJIbA3Mu5svsUUD6Lwjm4O/\n5rqan3qHLadiRat9hU4L52zVi5yxGbj6v/VyKb1IOQJfzXgID7iz8cErs8odoQ90/hw4JmbD\n0fsh69ihtsD833P9WB/6TVbIlJ/t8HcHonix4F2LFuG9oUPP/pXhvXcsXIhFjGK3nWtkmcWC\nu990U0mpJm3ejDXPPlvyXT8ogUAnoM11oNcAzb9fEth9JvD2bYyg9oLvvLC+7D0O7m8KrJOt\nr+l15daEMwLMsLdw6RTrWsrBuRzOd5zTDb74bS0lqMnUKoFU1mnTq8vgJSpeRKDYgTDrAr0/\ndOhZfe69FyYU9pZ586y1gso7EF5kutiU4sWCf/7nP5sspmNkpLLFgpdOn461dI7cBfX0Zkec\nA1VUAg1HQB2khmOvV1YCdUpgQz/eDMcBl79dp5eptcTNyKNrZxcuJLura60lWy8JMSiF5RzF\nHK+Xy1W4yMUfczY45579NKzCId3RgASy6BQZ5yiNDqyK9xGQOhDeZ7nMouLFgs97+OEVabt2\nDXWGhqL8elib5syx1kM6bfhw/OaVVzC7fXtZ4qqlBPycgDpIlRfwGO7+lRsHsKgoAd8l8O1w\nOknHGAZviW/kIZgvMG9+FnjhTwznxGFJviBOBmE3NrcoCZbbMFaPnV/oXG7t1TDX16uWJZDP\nUIpmqOsRRq5U8U4CxQ7EwIcf/u7Erl0XVOZAeKfl9qwqXiy4/FkmrDfDmSO8aVOM5rA7E7lP\nRQkogUICOgepYk2Ywl0m/tSIiod0jxLwPQIfsxfJ9Cb5ikQwqJQZqhZjAj17u7iBca8Ap29v\neEODaItZlLbtroa3JdAtYFHgHd5JfK0nNFDLrdiBKN+74u88TKjznNRUdBw1CmGNGYFRRQko\ngRIC6iCVoLA+XMm/z5fdpd+UgI8T4Ni1t8zD2hkNmw936ja4d7wG94GK3VnuIysKj6VutYxs\nQufIF8JYj36HC1oxWJm3SGguMOkZoKlZWUalwQh8ci0D2A1osMvrhZWAiEDKL79YehruW4RL\nlQKMgDpIhQVuVo55ndtH3FyFu/SvEvAfAgUhRcN9WjVgniJaAGtmAF+NgTvp5xJD3Ckcybpk\nFLD2USDipIGt9nPo2nOAsySAcskpXvFhCP28C77wClPKGNHoRKFzGcn/KvVP4LuLuQTSyPq/\nrl5RCdglEGLWgqLkZWTYPVX1lYDfE1AHqbCITYDhG7m9x42xv1SUgP8RyOK90Jow3kAjKRxh\nnKl+PqMwuPkOYsVtjJjE7o68HGDZTXwtQS9o6Hw4wpqUAd+ZHUrXvMpdZsySF8k5q4DRXhz8\nIu4IcAt7koKJWKX+CGzsCyy6of6up1dSAqdCoEmXLtbpyVu2nEoyeq4S8EsC6iAVFutq/vsN\nNw6MQGrhLv2rBPyPQGrzQieJPUoN0lPqaHUhcNY0/sp4Q974LzT+6k8hSGUPUu+/whFfeXzv\nPj8CI9/3nrLosJ3zjl7mAq1e5rSVJ3TaLr71edH77Sxvt69+39OZQ1lvpy+vd1VfLcKAszuq\nRQu0GjgQe5csweGfT/bqBxwIzbASqISARrErhDK1Ejb1vsudn7+cz1weH1ypw7hkWCo08Dj1\n04S62dQNF+qal/qM3wUO3hLJiSK7Jcri/BWluVSSKHUNB1EgZuqyawNhknSLdMy7+lCJPqcE\npTF9zrIRSa2zONge+H4Ygk40RjuJBdnhyGl2FHFBLoge/VxOFAQVgDG8KhdH70fQ5e9fRodu\nnOlsVJDnzDjjgrxdt9yfXl3qvD56/YDm2VHYXXmqZfcG56BJfphM15mL4IJQmS4KkHfOWji2\n9q7O2pO2FJAFF42tksVJTcBwTolDdul9VX0+EY1MBt5gNfIsXbYgevtZsvaCjU8aC1n0koj1\nOIcG1MlvhOma36rIDuolU3+pZxJWR+Qx2i3VNTaIfqeuEOS9dhci8kIgGhBqh51hQX1Ru0V7\nuRqXOH9lWBRkZzs2zZ0bl7RhA/uagbhevdK73nBDcmh0tKuoPEQseGou9UNNGhKxw4LpGQ5S\nFsek9YJpinVpr2m/TbvsUahriwXTtXPfsXNvrzJ/Q2bObPT+JZf0eW/YMFePu+7aw0zR1VdR\nAkpAHaS6qQPmwfMTblLnobExwxEcfAEbVIkso95QiSIb3DXU7SPUPUJdThQRSyr1m0i0accG\n6vaQ6FJnObcLhLpiFkxvLW3oLUw3kbrxQl2jZh4eYoX665l2T6FunbDY2R1rd3VHR4kNLLvE\njtvRbMo/WaEFj38cyufiukDVOFNhcPd8Bvj8UuvyUd2eCumxOsgju+A8OLqvk9W3df2R2mul\nTHdzL2SetQ6REhZH4+GKS6wub2VTySSLyGpZnNRP6ICsdnsgirO7pZecxS89kCmt9yy0ddTt\nddKqqj+xXiRTt1nVGhWOJHEP+zBFYscOcRtAe+38nsS/Uzq3x3LC0ZTpS0XcvjDNtUxU2m4t\no+5QiRGlWSSuXYuPr70WqTt2ICQ6Giaq24YXX8Tqf/0LI994Ay379xezYL1IYdoef8+lbBSz\n4DliFrRDXC+ou5w2i+451BXfy6grvkcW8RDfg5m2nXt7lSzaDRuGG1etwpIpU4JWP/GEOkel\nKqZ+DGwC6iDVTfmbGFJ8AhS/RRtM3fF1Y4qmqgROncCeM4C3bysMI10rQ8s2P3vSKBO44WIv\nGkN30jL9pAT8nkBeVhY+uf56pB86hMveegtn0lGih4QdCxbg84kTsWjsWEzYtCkoMtaOz+P3\n2Pwqg/G9e2M8h9hlJiXhxbg4v8qbZkYJ1JSAOkg1JVf9eaabfE71KmWOcnlMdZDKENEvXkdg\nYz/gY/aTXfHWqZnm3s6fRsLHQJdbkBmVnx+57rVgs89xxqRTS1jPVgJKwDYB01Nkwj0PeuQR\ndB3HRdOKpMtVVyFtzx5rIdFVjz0WN5S9SSr+TSAsJsa/M6i5UwI2CHBEhYoSUAJKQEZgBUfF\nLR8u061My522A1h5PxDZFuj3Dxwf/s88RLa29lnHKjtJ9ykBJVBnBI6uX2+l3fVGE8i1rHQb\nXziwIXHNGtHQz7Jn6zcloASUgO8SUAfJd8tOLVcCDULg4+u4CCZ7k+yK24TyXn4LkJ8JDJ4F\nR2gMJytxCtt5zxfu4zFLx27Cqq8ElECNCViLhXJIXXS7ijFbIuPjERwRgeN79tgJxlFjW/RE\nJaAElIC3EFAHyVtKQu1QAr5CgLOZ354C7OK8JFuyfiaQxAWEOLTO0cZE1S8URzuuqtnphsJj\nRsdLxZ2yBRE/Pws3e8DcW56HO7nwzbuXmqtmKQERgWCzWKjbjXzORSovBbm5yM/ORnBYGGMC\nqCgBJaAEAoeAzkEKnLLWnCqBWiPAdZQw725g6uMMe3hQlqyj90OMxcWtEnGcz3lJZvNSca/8\nA7D1eUS5XQ5EtASyDtNSB9zdfwecOxOOIG1KvbTo6sysbW+/jYKcHHQYMQKRXE+mWHLS0qwA\nB86wMJx53XVWRLjiY974P5aLhSZ8/TXMYqGtuSZOaTm2bZvlPDVq29YsY6DD7ErD0c9KQAn4\nNQHtQfLr4tXMKYG6I8Bw3nh1OhcFaVx31/CGlN2//hfY8hzQ6mIk37XX7bhuD1eK3Q+0Zc+X\n2b/lP95gptpQzwROJCTgC0Z5+3IKu1NLyddTp1r7Mw4f9nrnyJjdecwYy/qVM2eyI6lsR9FP\nj/MNCKXTlVcetz7oHyWgBJRAgBBQB6liQS/iLg4iwpMVD+keJaAEShNI5So4xkniOjB+KdYD\n46oHGLCfIY6HvQ53VGFPgSOcy/kMfY3v1Pl93aNw52X4Zf41U1UTOPe++9Duwguxa/FibJ4/\nP9Robn3zTWzjukEdR49Gn2nTqj7Zi450GD4cnRnKe9eiRfjo8svxK8N771i4EIsYxW77O+/g\nHDqAPe+6i/ErVZSAElACgUNAHaTAKWvNqRKoEwKH2gOv3QUUOOsk+YZNNH0vkMuX55wn5Qgt\n21XmCGEXWvsrGWCCztHxXxrWznJXd6dug3vHa3AfWFLuCNDh2xXoO+81xG/ZWuGY7pATcAQF\nYcS8eQhr0gTL77030iy2anqPGrVpgxFz5/pE71FxbkfRERrw0ENIWLoUi+kYLWKv0tENG9D/\nwQdxyUsv+VReivOk/5WAElACp0JAB86fCj09VwkoAYvAr2cD7zFA3bjZfgYkbXthhqLoBVYm\njYr2n9gJNO9TmUbD7DM9W2YB3qxDaDb2fyEYUji3pMWmzZh86Sikc87MM+tWNoxtfnRVE/nt\n4lmz8On11we9NWgQTFCDKz/6CBHN2cPoQ+IMCcFgroM06OGHcXzXLjhDQ8tEtSs78M6HMqam\nKgEloARqSEB7kGoITk9TAkqgLIE1g4HPryq7z+e/BbOXyIjpJapM8k4U7nV61xhDRxiHBJ5P\nb9Xtwrn/uD3WyQd3JwMKXH/DTQjKz8ebb81HNns+VE6dgFlctc2QIXkFjPZm5vO0Gzbs1BNt\noBQcDPfdpFOnMs5RA5mil1UCSkAJNCgB7UFqUPxlL+52ufZJ3tS5+F6Ynu2+smdX/o3pmSc4\nqW4qdXMqT6niXk7USmf6aRWPVLrnOHVFdtjJnx3dIltFNlDXsMiuNCeV70zn7qKn5coViveS\nm5gF7ciivshmOyxoS5q0PKhnJmiLWHx9ORCSi4gzNkP09H2iCbITHBC1Q1mRyE3oiLxijtX9\nz42Q62ZH0YaOYFy+ihLUvAtaf4aQnJytrqMdUZAZgTzql+g2+3Grk6G9go6e0T4vp1XF8/OC\nURCSD9HgQ1ssJPnreCGapN0dFP3DsyEj/vzY8dD0FEerjZtjvvzLn1L3njew0t8t61BakLC+\nsV6Y+l6F51iRBfXTWJe5CJZIxL8RppZpoy7b+T0dl7A4+N13oQd/+MFMTnPv5NydA999d6T1\n4MEm6lt1Iv5NMRFTVqI2gHqGr1TXlJ1It6gNEOkyTXNfELWF1DVih4XRldohrhemXtqoQ+be\nILKB6dq5R1osaIf0HmynDRfVi6IgHe2NISpKINAJiB5MAh1SfeWfY9rbs0H1KEHAbupJG7Ek\nG7ph1DU3epGwIU+lvuhBuEhXZDOfJvfQAJGuTRbJNliEUzdeBKJQyUxijhXqp0jtoN4eplnr\nLFgedlgk2mGxZCyOtUpASPf1nmns74DwtntOOhzVnXGiMULb7ZbpJsfJdRmFL7zqdOPhjuuP\nsJ1fBbVdtTooqXtfZ1wiWO34NJyyGfjlY6BRB8Rl9Qhx7K5ofWYUnJEZhfoVj5bdk0AW7WqZ\nhbvzo8je81XB+U891RgFefj1kovw9V//3ITlWenvlhk7Jq2btN7UoWZlc1H1N+om8aho7Bnr\np9gO6orbQ9qwhzZIf08ef6d5mZn4YtIkBIWEuC9fuNCx+OqrzfeWEzgfKSQysmoYQCIPStuX\nZKnN1DO1UJQ/6u2xoeuRBdOyhOVhdKVtoTmnTljYqRcusmDdl3Iz9z2RLm0Q3yMNCOofYdqi\nezB17dzbRb8R04OoogSUQCEB60avMJSAElACtUXAzVbljTsB9sr4hwx4hnEt+S7pi5GIWPUM\n3Af/x4Vi/wN8dgm7yxi44aJ3vXYSu8MZhgPXPZXpoHNkHn0+fvIJuBlcQKV2CCybPh2p27dj\n0COPZJ4+ahQGP/qo9d3sr0qSNm/GqieeiFh6771Y8+yzSFy3ripV3a8ElIASUAINREDvlA0E\nXi+rBPyZQF4YMOcedjHE+X4uHSb4wugVQEwnRH3zf0FYchmw+s/sO+kFDP8UjqY9vDqTcV/9\nu2SC1E2TZni1rb5k3E6G997ACG+thwxB3/vus4ZF9aHT03LAAGu/OV5eltJxeq1nT3z7wAON\nfmHkuKX33IPX+/aF2e/i3DAVJaAElIAS8A4C6iB5RzmoFUrA7whkxBSukZTRyPez5qAz5Lj8\nByRPS3ThilXADYlwDP8Mjma9vTpz7u1zELPpsxB0uYUrgt6MZqs/xg33zPFqm33BuMzERCyZ\nPBnBEREYPmcOTMhvI0FOp/XdGRZmHTd6xbKJemuefhrtL7kEtx08mHT7wYO4k8dNz5PZv+bf\n/y5W1f9KQAkoASXQwATUQWrgAtDLKwF/JpDUEpjLnqS8krAGvp1bd1gMe4zOgcNprQvq1Zlx\np+0AVt6PvCatXej3D6D/E0Bka/R8/n4M+pDHVGpMIDI+HnceOYK7OQcptkuXMuk0694d0xjR\nzhw3ekbM5PdlXFg2vGlTjGbPUaNWrTiFhOsMMxz4qLfeQmTLlvhhxgzkZYhjXpjTVZSAElAC\nSqCOCKiDVEdgNVkloAQKCezrxDlJdwAunf9bb1XC7eJwreXsNcrPRMKNszIdoXTszEK35z1v\n7bvijltw+mYd0lVfBZK2dy9yUlPRkb1FYY1ZDqUkJCoKnceORV56Oo5t21bqiH5UAkpACSiB\nhiKgDlJDkdfrKoEAIrCF03gW3hhAGW7orK6fyRhXHArIoXUnzhpe4gk52o0EOt0Ax9FVmDRx\nJuIPNrShgXH9lF9+sTIac9pplWa4eH/qDu3ZqxSQ7lQCSkAJ1DMBdZDqGbheTgkEKoEfLga+\nYXwDlbon4Oj9EBwTs+EYPKvCxRznc84Mj4We/RBufQqITq2gojtqmYDpJTJS1RC63BOFywY5\nw0viadSyBZqcElACSkAJ2CGgDpIdWqqrBJTAKRH47GpgzcBTSkJPrkUCsVxhZ9LTQFhWLSaq\nSVUg0KRonlLyli0Vjpkdx4r2F/ckVaqkO5WAElACSqDeCKiDVG+o9UJKQAmYxXjeuxXY0U1Z\neAuBNvuACZyaFFTgLRb5nx1RLVqg1cCB2LtkCQ7//HOZDCZt2oSdixYhpmNHxDEEuIoSUAJK\nQAk0PAF1kBq+DNQCJRBQBAq45uq83wOH2gZUtr06s2dsBq6e69Um+rxxF/3nPwgKDsb7DPO9\ncubMiH1ff22F9n536FArcMMVCxZ47YLDPg9fM6AElIASsEmAjyoq3kKgwOXazNivLoE9adTb\nKNAzKklSXb7cP0Hdkwt3eL5AFvUjPKtZGolSO6idxk2aPzELXv+oNF3qplP3CDepmEFKIhbk\n3OAsaOtRaXnUgEUm04+sDlw2Sc2dhuAr3kJzh8v0K3mWrEbIPtAe2Z41AaYv141CBtMVvSzK\njEZObji4DK5McsOQH5oDUTub1hSZB+qCRbiMRasE4JyfEbbxXPFvL4N1w06YB1MvDsnI2fqN\nmHZL3F7w+iJdVsoj0nSp57HOx3NB2GuXLQv/8rbb2q7405+iDQeul+Ti/swL/vnPQ+w9ymY6\nlYm43eLJJ7iJ8ke941JdO20WdU29KJx0xQsIxE5ba4uFtPxos537iLkvSBln0oZq28JyfNKp\nL70Hi+/tvIYofy63myhwdjmb9KsSCEgCoht3QJJpgEw7g4LOMq2TJ2EDeox653jSM8epm2dD\n9wh1W0jSLUo7lfpNJPq0w7S8IpuZXgo3ka4dFkwz34YNidSNl+StSMfYHCvUNxGvRfljenXC\ngtzqksUx2t3UE4vU5sBXo/HL7f9EXIRgDszxpgjncDDRLPajLeW6qU3hEqcbj9C4RJkzZfKf\nGQVXZIZM3xUEt9SOumLBnqS2m85FtKeyM8dZh5JZj5tJdIt0kvifpe5ZmHaB9Ddisw2w83uy\n8zs1bbLHOt/6vPNw88aNyDl+/ChDf8c17do1yBkaapZSLruYUllEJgqhtL0wvz2pbp2wYHmk\nkIW0LTQ5NQ6BtK0Vs7BTL/hWMoVvSKTcxPcy2iC+RxoQ1Bffg6lr594uemYIcrDkVJSAErAI\niN6aKisloASUQF0QONAR2fPuprfmrIvUNU0l4J0EuBaSO65HD9A58k4D1SoloASUQIATUAcp\nwCuAZl8JNDSBXV2Bdydbb08b2hS9vhJQAkpACSgBJaAEZEM/lJMSUAJKoC4JrGPo70+vrcsr\naNpKQAkoASWgBJSAEpAR0B4kGSfVUgJKoI4JLBsJfMfFZFWUgBJQAkpACSgBJdCQBNRBakj6\nem0loATKEFh0A7CpT5ld+kUJKAEloASUgBJQAvVKQB2kesWtF1MCSqA6Am62SG/eDuztVJ2W\nHlMCSkAJKAEloASUQN0RUAep7thqykpACdSAQD4De829hws1iQPO1+AieooSUAJKQAkoASWg\nBKogoA5SFWB0txJQAg1HIJMrw8y+j6texjScDXplJaAElIASUAJKIDAJqIMUmOWuuVYCXk8g\nJa6wJylXl4rx+rJSA5WAElACSkAJ+BMBdZD8qTQ1L0rAzwjs7wi8PhUo0JbKz0pWs6MElIAS\nUAJKwHsJ6GOH95aNWqYElAAJbOsJLLhJUSgBJaAElIASUAJKoH4IBNfPZfQqEgKu/PwV1HMJ\ndJOps1ygBweQSr10ia4byKZ+uES3SCeX/6UDoNKoa2zxKLQjmXaI8mdTN5XpnvBoABWYbhZ1\nIyS6Rof6udQXsaDuceoel6RN3STqNigL2pnNTVwv7LBguoaDRxYrhwLNj6CFdLhdWjQy1/Vn\nygLJiEYWdU1d9ii8ft6BDgjxqFik4HKy86sATol+bjiyk+ORI9HNaIQMaf5ORMt106ORHpyH\n9fkhonbIzu/fZMvkLUySP+qYOmHaDImI20Obvyc7v9Mc/k6leTNwc/h2UqRPm40d0nbrmLS9\noA1JtEHattQZCxawuF7YYcF0xfWCzJKoL2JBPVM3pfcyW/WC6YrbWrIw9zPRvZ3pili4XC4m\nifO5qSiBgCegDpIXVYGg4OAhQnOWUe8CiS4b0TVs8UQry1DvCNO0EzvM3CSaSOygzgZuPSS6\ntMPcqET5o+4yG7prqdtbaEMi9eIlukaHdqTwX6xEn7rrqcd+Ec9C3QZnQSvtsjjGc5p6zp2l\nIWbRJBkHe62U1TfjPEh1N/dC6FnrECmx92g8XHGJCJLoGp3MKLgiM2T6CR2Q1W6PzCnf0gvo\nvq72WTDd0PHPo+28u+n0e86leehqJmVBPfMQ2lyov456zKVIrDZg29tvoyAnBx1GjEBUi5PN\nWE5aGnYsWABnWBjOuO665Q6HQ9q2iOsmf6d26rypEOLfFNO2025ZLCTUaMNy6tUFC3FbWGRn\nnbBg2mIWvE8uJ2cRC6Zr516WSv0mRfmU/BPfg2nvGiYourdTT8QiKMjzj16SCdVRAv5AQH8N\n/lCKmgcloASUQC0R6E63YOz8WkqsHpM5kZCALyZOxJdTppS56tdTp1r7Mw4fRpCDj5UqSkAJ\nKAEloAQ8EFAHyQMgPawElIASCDQCA/m++eJFvpXrc++7D+0uvBC7Fi/G1jfftIw3/7e98QY6\njh6NPtOmlWSo59vvou+819DoiHlhf1LC2Ntk9pvjcLNfQUUJKAEloAQCkoA6SAFZ7JppJaAE\nlED1BIYv4Pid76rX8aajDg4PGjFvHsKaNME3dIYS166F6T1q1KYNRsydCw6tKzG3ccJ+XDtx\nCn475c6SfebD2Kl3W/ujD9NxKqVfRkm/KAEloASUgN8TUAfJ74tYM6gElIASqBmBa+YCXTbV\n7NyGOCu6XTtcPGsWspOS8NagQcg9cQIjX38dEc3LTn369r57sPPCoei++FP0evNty1Tzv/cb\nb2Pr6JFYMe13DWG+XlMJKAEloAS8hIA6SF5SEGqGElACdUPAXZAL96534V79l8Jt9/tw52fW\nzcX8LFVnATDheaDVPt/JWNdx49B22DAUZGej85gxaMfP5cXN3qZ35s1GVpPGuGLafWi9dh3G\nsPfoeJvWeHfuK9p7VB6YflcCSkAJBBgBdZACrMA1u0ogkAi4kxkM7aPejFF1E7D1BS6qNIvx\nnMYDC/vBfXRVIKGocV7DtryL2ye/htZby87XiTh+3OGN83UOr1qFAyu4YgKHyO1ctAjme2Vy\nnL1NC2Y9h6ikZEwdNBRh7G16+/W5yCzX21TZubpPCSgBJaAE/JuAOkj+Xb6aOyUQsATc+Vl0\nhiZwRatDDOA7H7iR0YRv4HYhh1Rl8WH/f9fCnZsWsHzEGc/Yj4gvp+COK+5ERMbJs666bWqU\nmcfjTfN18jIz8en48XCGhGAMgzVw6QTru9lfmawfdy12DrsAIdk52DzmCuwaNrQyNd2nBJSA\nElACAUZAHaQAK3DNrhIIGAK/cKhU2q/A2ffDcfq17FAIsibqO04bw9WwHip0nLY8GzA4apzR\ns+8BWrKHZcenmDrpbTjzuEAR5+v0fPeDMG+br7Ns+nSkbt+OwY8/jtNHjcLgRx+1vpv9lUnb\nVT+jw4rv4Gb8hu6LPob5rqIElIASUAJKQB0krQNKQAn4J4FjGwrz1Wlcxfydfn3hvqTVFY/p\nnjIEjGOJ82cDoY0Rv/A+TPwL5+vceTdOtGxZ4E3zdXayx2jDSy+h9ZAh6HM3V7ql9Ln3XrQc\nMMDab46XlhD2Ko0bPxEu9jb9d/ECuNjbZL6b/SpKQAkoASUQ2ATUQQrs8tfcKwH/JZC2vTBv\nUe0q5NEREQ84w4ETOysc0x0VCTgMw4HPATnJOOOfQxFu5uu8NifdW+brZCYmYsnkyQiOiMDw\nOXNgQn4bCXI6re/OsDDreNr+/SHFuRs9/Y+I274Dnz/+KLaNGoklj86wvpv9KkpACSgBJRDY\nBIIDO/uaeyWgBPyWQHBUYdbMXKTQkudia5+JbMcwZ4VOkt8CqN2MmWGK7u3sSTq8HI72VyIu\n6CLnjtq9RI1Ti4yPx53lFn0tTqxZ9+6Yxoh2RcIBgkC3xZ9g4EuzsXvIIHx3913WoW/vvRvn\nvP+htd84TFsuH1V0iv5TAkpACSiBQCOgDpI3lbjbXWoKdLWG5fOoSJdD6/kkKNOlnnmKEKVL\nPTBtMxal7JOnOVCJuPnumfqitF1APt//inR5KTEL6tphwadqsQ1g/jKZv9BKsl5hF/OXK80f\n082TcuOFvIVFlg2bc6Sc84KRnx5lUHsWViBXftNO7uBD3ziycra6XbEDypwUlPQLIliFCxq3\nd7uCUCBNNyfU0mX2ZJIdCRfLW6SfGyK3o8BpQ9dG/vKq0Q068jMijhStHJvwMYa88XP4bxac\nKyoPQ+vrsXB+d5H4NyWuF0xaXO9N2xJzJDHj6ltvj8wLD8f7s1/KYshvKw9u9ja9P/tFx7S+\n50XwOP69dmVBWpvWonaICdip8waHuH2x2V7kS397tFmsyzTttJ3mviBqCw0IipgFbRbfR5iu\nuF7Y0bVjA3XNfUF0jzQgKHbuwXbKxA6LojdLhQbpXyUQqATUQfKmknc4pA2TKTeRLhvoUDbQ\nIl2mmS5N12Bj2ubhXZQ29cKkadN5EOePadrRNTdtkb3UMw9GUl3zBGxuViJ95k9sB9M1N1dR\nutTzFhbm4VZqs7hehOTjeKMMmbMR7GIAs9ZXOLB5NiJWPuHARe9bARpolyXun/5h/Xe2udIR\n5IJTmm5WlFzXXIBlHRQptDklT5421ycS2+y0kb+QKnStdaOWTGRuWB2HvQ8sHYemCyY6g0at\ndDiCIy2Wnv5c8hEaZ4ciaPUQT5rWcXG9oLa43pu2Jb1FfNSjifuLjShj/JGzz8KfcgojG7J9\nc9po3+zUeXNtcftis70Qs2DexLo27yPitrCoEMQsaHOd1AvaIWZhxwbqmh5LaVtocNi5B4vv\nI3byZ4xQUQJKwLp/KwYloASUgP8RcLS5FGh/BZDwidV94d67EO59i+FmeG/s4UP+GZOATuP9\nL+N1kaOVnJeTtoNRDx6Fo91IRgGcgaCUHQ6Y/UJx8Cn76v8CXTYJT1A1JaAElIASUAINRIAv\np1SUgBJQAn5KYNgbQM8HrXkz+OY6rn10DZDCJ/Rz/gCc93yZXiU/JXDK2XIbB9PMPYofxFjY\ndxWm1/1u5Lfs5zb7rePCq7DnCxOeB1rtE56gakpACSgBJaAEGoCAOkgNAF0vqQSUQP0QcHBI\nmKP3X7lIbDJw1Wbgml/h+O0WOPqyJ8TBATAq1RJwZ3Fh3e/uKAxmMeRlMiu8ZTiCnMgY+bIb\nQRzlw+OWXrUpnTwYzlkWtz4FNEk6uU8/KQEloASUgBLwJgJm3K2KElACSsCvCVjOUEwnv85j\nXWTOCoc+LqHSpAuadYPjpsL5OpUqVLMz5nihk/TC/+MMfTszNKpJUw8pASWgBJSAEqgtAtqD\nVFskNR0loASUgBIQE2hxCLj5WXZOWYG3xaepohJQAkpACSiBOiegDlKdI9YLKAEloASUQGUE\nTt8OXP8KjzCAg4oSUAJKQAkoAW8hoA6St5SE2qEElIASCEACPVYBo98OwIxrlpWAElACSsBr\nCXiagzSFlsfUwPrvec4PNThPT1ECSkAJVEqg6U9vhLt3ctlMhu92RLQo0XHnch7MvoVctIBL\npHS8RoMvlJDxnQ8XLAGONwW+He47NqulSkAJKAEl4L8EPDlIU5n1XjXI/gyeow5SDcDpKUpA\nCVROICQlwYkVM4C2lwGXfHhS6ce7gV3sguj3T3WOTlLxuU+mF8k4SRv6+ZzparASUAJKQAn4\nGQFPDhJXBIR5EjmPG1/RYg43ifwiUVIdJaAElICUwJFL/5jRcuU3jbH/U7jpEDlOH2f9t5yj\ntmyquv9OmpTqeSEBE3R93MvACY5Z2HVmwxiYvHUrDq9ciaiWLXHa8LLdWfu//RbHd+1Cy379\n0Kx794YxUK+qBJSAElAC9ULAk4N0mFZcyG0ZN+MsPcxtLTeVOiBQUFCwkslyDFH1wgeJFGr8\nWL1WyVEuACPWzaTu7pIzPXzgvOpc2sKFUDwLdVOoa9L3KEW6ovxRN5XpinR5YcMix6MBVGAh\nZDn5nCbRNTq0I4d2hAn1j1Evy4auKH92uPHaPsciNT4oZt/E2TFtn+kbhZ+nuw/1PCOr1U+/\nj3RHt3QnTHw509XIQQSFkhGFrJ1dwSL0LBkxyKAulzD1LNkRyEtrihDPmoUaeSEoCMmT2XGi\nMbJyw5EvSZu6mdL8ZUbKddOjLV0Ri5wI5KY2l/3+TZ5yySJUwOL8L+DKikQBN4Zw8CyR6QjN\nbCTTLQhGQXrjqtuLyObNncv/+Mce2UlJoWM//zy9w29+Y/32Dq1cGfH+JZecE96sWd7NGzZs\noFXlGZl2Rfr7N+1FNtsLUftC3WTqitot2iC+N9hpL3h9O22WLRa02bSFtc6C+RPfGzgZ2+RP\n1M4WsRDdy5hmTVjs5nkSsXNvT2WCHvPndrmYPQyQXFx1lIC/E/DkIJn8mx/4rdzWcHuO2xBu\nKnVAwOl09pcky4Z/GVuxgRJd6phy6yPUPUK9k5M7PJxEG0yj28SDmnWYuuahoodQdzn1RPlj\nusukutQzzn1vbh6FN8xEKsV7VCxSoB3mwSRWqL+eej2Fur7IwjxscLCUSMQs/jeKS5JubNc9\nqP9/gOU3Odq8cGEUCnKBYe87Ou6Pa1T6auyFKOi0DdGl91X1OTscTupGVnW89P6j8XDFJYLV\nQyaZUXBFZsj0EzoguN0eREhSzgmX588OC6YrZpHcHK5mSbK8mTzRiXHRmRGxa5KKbm13y8pk\nSy+kdl8na4fenYRGP5+P1lUxjoiLw6i33gKdIfxv6tQ+N2/eHOF2u/Hl5MngwyOu+OCDsIjm\nzSsbBGinzoPthbh9oa643WK+xO0h0xW3LbznrKe+tM2y0xaaoqgTFrRXzIIvxJazYoruOWSx\ngWmL7mXMm/geaUBQ7NyD11Bfem8XsXAEiX6elqH6Rwn4OwHpr4FL0ONP3GK4nePvUDR/SkAJ\neB+BbPYqvDqdTxznXgu0vIDv8Pnupv0VcLQa6n3GqkU+S6D9RReh7/TpSN2xI2LVP/6BFQ8+\niKSNGzHokUfQ+rzzfDZfargSUAJKQAnICUgdJJPik9zMW5ON5ouKElACSqC+CZxgf+XHF/0M\n95HvCi+d8DHcST/Xtxl6PT8nMPixxxB7xhlZP/7tb1jzzDNozx6l/g884Oe51uwpASWgBJRA\nMQE7DlLxOfpfCSgBJdAgBEIyMzF8+kROZuGElksXMLQ3Rwkvnwh3vnRKQIOYrRf1MQLBYWEY\n+swzB1y5HMLJIXZDn3oKOvzIxwpRzVUCSkAJnAIBdZBOAZ6eqgSUQP0SGD39j4jbvgOf/f1R\nvP0o48b0ngGk7QBW/rF+DdGr+T2BNU89FVecye8feqj4o/5XAkpACSiBACAgCdIQABg0i0pA\nCXg7gd6vvdF04EuzsXvIIHx3911w8/VO44fvxuibPwS2z4a73Ug42o3y9mzUi31uE7xi70cM\nHbIJrQ7kh7tzOZe73WVwBItiUdSLjd58kY2zZ2PfV181PrsoOMPmOXNg9p3D7ypKQAl4N4F5\nv/4X3yd+791GVmJdtiu7kr26q6EI1LaDdCczcge3WdxebKhM6XWVgBLwHQLb3n6b8RZy0GHE\nCES1OBlEMSctDTsWLICTw536XHghrrz7/jPyIsLx3pyX6RwVdn5/e5kTrf7wMvo+OACMcQf3\nlavhiBAHH/QdSDYsdSevA5beyAWFdgLBjdBsO8NP56QD0Z3gvuC/cMRVFoTNxgX8XDVlxw58\nc889iGzZMnfok0+GmiF2e7/4wtrXdtgwxHbu7OcENHtKwLcJrMev2GoFR/StfLjc5VcP8C37\n/c3a2naQzNONCeRw8inH34hpfpSAEqhVAicSEvDtH/+I0y+/HGMWLSpJ++upU7HtjTcw9Omn\nkUnHaUbKIbOOB8PXlZX37u+G0Kg09NBYDZyLlcXgxhO4sswhkpoPdLwam/o7jvd8f2ETfMve\nj/9dC/fY9XCEmoCkKuUJuPLz8dn48cjPyMDI115LCIuJ6WR0LnnpJXw0erR1bNyKFZz6Vtu3\nzvKW6HcloARqSsAEWelx2201Pb3Bzss6dgyzmjVrsOvrhcsSKHwNW3bfqXybxZPNWgnae3Qq\nFPVcJRBABM697z60Yw/RrsWLsfXNN62cm//GOerIh9I+06ZVS8MMtXub98LdXapVC4yDv7zC\nOVm/AmffD8fp18LhIByHA47TxnC+FufRGMdpy7OBwaIGuTRR6w7/9BPM0LrOY8ey261QTh81\nCt0mTLCOGR0VJaAElIAS8G8Cte0gmUXONnAz/1WUgBJQAh4JmOhgI+bNQ1iTJviGzlDi2rUw\nvUeN2rTBiLlz+XzPZRk9SH4I8N+7ueJkSw+K/n74mGl+KZ3GFf4v/ff06wu/Ja0uvVc/lyIw\naMYMTOeQuktfoaNZTkbOn28dMzoqSkAJKAEl4N8E7DpIgwQ4zEKyXMlRRQkoASUgIxDdrh0u\nnjUL2UlJeGvQIOSeOIGRr7+OiObNZQlQK6sRMPs+Tr0J5NFjadsLeUW1q8DNmpvlDC+cm1Th\nqO5QAkpACSgBJaAEignYdZBe54lmfEZYcQKl/pvXvNO5reLWrdR+X/nopKHGAfwtNx2s4yul\npnb6DYGu48bBTIIvyM5G5zFj0I6f7Uoq/alX2Qq5nHDZPdcv9IOjCrNh5iKVEyuyXUE2YJwk\nFSWgBJSAElACSqBKAsFVHqn8wFbu/j2387ldx63odSXa8vN/uV3MjYPc8TU3XxLjEC3i1rWU\n0Vv4eQS3hFL76vRjQUHBSjef7TxdhDop1PnRk17R8WTqi3Spl8lzdgvTNWo5PKcyZ7myJI4V\npV/ZsfL7xPljmqk8WZq/ZOrmlL9YZd9ZCFl8e7CrsmNV7DPpiljwTYJhUfEJtpKEi3Sl+bPD\nzStYMMslLBKWLo068O23ZxsMOxcuxL6lSzfRScooxiJlceA0YF0/5DkLOB/SDfPiplpJj0Lm\n+n4oqFap6GBuCPIOngYO6JMJ50flO1wQtbO54cg8Fod8ScqZhTablzplpO32DmFNDyF0Z6st\nGRmnD7TakvRoZDB/zoiErUFs6KJOtG6bt7sf6ClVFDss8oORu78jQiumUvket5MsCoQswpCZ\n3FxWJlWxqMyKiEzk0Iaf6EDzJ+hRTNsp+p1ST/z7L7qqSVfavoh/q7QjhRVe1M+hh3kAAEAA\nSURBVF7w+uL2grolv9Mi+6v8500saKSIBZml0G6RbhELc6+UiJ17pEkvi3bsliRMHTv3dlFZ\nF7hcpr0cILy+qikBvyYgunGXInAFP/+Z20Pc1nC7i5tp6F/kFsttHrd7uJmHVl8R0yC8yq0N\ntwncTCN5Ibd/c1vBrTu3koc0fq4zcTqd/Y0xAllGvYECPfMUsIa6fSS61DlC3RZCXZN2KvWb\nSPSpu4G6PSS61FnOTZQ/6olZUHctbejN/x6FzlEideM9Kp5UMDcg8xuQyHqm3VOiSJ3l1PU1\nFsdod1NJ/lgvLBZ5mZn46vbb4QwNxej33sPiq68238+ZwPlIIZEla/eIWWzrjWVRGYi5zvyy\nPcjmXnCetQ4lF6lO/Wg8XHGJYPWQCR/eXZEZMv2EDghutwcRkpS39EJB93WILq/rjhrLXXPR\n6d1/RuGi9635W+v6o6DnKkS7l/7TUo9uMjaE3yt18piuk+mKWNCBcTVLkuXNXDizEVmky/Tp\neDnb7pbZURULK7Pl/rgdKLh2Djq+M6XcgUq+FtfNSg5VtusYf6eiOl90ciL/S9uXtdQVtVu0\nYRl1pe2FuJ21ycI4adK20OCoExZMV3xv4JuE5fxRi7jZuZdRV3yPNCCoL74HU9fOvV3Ewlm0\nfIKxRUUJBDoB8Y2+CFQB/z/M7Xxupqfov9ze4Wai/VzGbSI3X3KOaK61bpPJzx+4vc5tBzcz\nQ3cat/bcxnNTUQJKoA4JLJs+Hanbt2Pw44/DRAwb/Oij1nezv6ayegjwhfEXAkgcbS5lq8X3\nWAmfsB9/LNx7F6Lxuo+C3QzvjT3vA2dMYgCHwG7S+n4PDP8ggCqFZlUJKAEloARsE7DrIBVf\nIJsfjhd/KfpvnCdflIk02gyPMI5eaTHfTT4nl96pn5WAEqhdAjsZ3nsD15lpPWQI+tx9t5V4\nn3vvRcsBA6z95nhN5Wv6Cj9dUNOzffS8YW+wf/JB4PBy4Jvr0OHlcY2Qsgk4h++AznteFBXQ\nR3MuNvvijzmOaKlYXRWVgBJQAkogwAjYdZDMHIvHua3kZoYI/ZXb9dwYPwpfcDM9LzHcfEXM\nMJNe3MxcqvI9X2nct42byafRU1ECSqCWCaQfPBi8hGvOBEdEYPicOTAhv40EOZ3Wd2dYGMzx\nzEQzCqdmsuAmYGuPmp3bEGe5U7bAvfk5uFfeD/eW5+FOXm/LDEdQCBy92TTfyKkrV23Glr9t\nP+747RY4+j6qzlEpkmPnM5rQulI79KMSUAJKQAkogSICducgfcXzOHDFGoZ2I/8bR8mImasz\nj5vpbRnOjeM5xBMeqdpgEssrm0nGZhJsZXKMO41zFMftYGUKuk8JKIGaE2jUunX+nUeOVJpA\ns+7dMY0R7U5VOCEfr0/lWNq/A5zj49XiXslenq3PczICZ0VEtOQMz8O01wF3998B586kAylv\nsq31o2I6Ia+pKCCBV3OpC+OCOInjxlmcQPsAsP/0uriCpqkElIASUAK+SsBuD5IJZGB6iUyv\nS7FzZPK+n9sl3LgKiTXx1DhJviDFvV1JVRhrHCQjRbFzC78I/pq5SxzTYvVMmd4pT9ujgjRV\nRQkogRoSyGPf99x7GIqreQ0TqIfTIlfPdf5/9s4DTqoia/unuydnYBjykDGBoCJrxLCIIoph\nFRExoayu7qv7qvu67mvAuJ9+a3Y/dVdRDGtYEyrGVQFdRZGcJQsShplhcujp8D3VPTNM6Jk+\nl5me6fDUj8t01z333FP/qlv3nr5Vp2TNkyK9fo0YodvEdtFWkSnoWvtOEF/+mqc6wIrYOkWC\nU2T6Y4iucOAvKGMLGEtLAiRAAjFCQP9zpB/IpfjznxbY4Pc4eQTb59gOaUEm3LLrfp5uyVHE\nb8++ZHV+lfnZ96/YtEPzzFs5DARiIgESCBWBskz/QrLX34dfPMpDdZYD0+v1eiXrsz/FSwJe\nap/8itgSYCySLSlbvCe9LPLOoYhdfq94D5ohtnirv9ccmE2xclRaqchVuHP97X8Raa9ZXMBY\nocBykgAJkAAJNCRg1UFqyTlqqHMlvpgtEpJxZIxj11J41rr8YouFwe+S8qLFY+ggWQRGcRKw\nSiAfo9bMm6RrHsKvFzVWjw6hfNk2sVcX22Tw1HrnqO5sxiHy5p4jsv7vCI2zXiT7yLpd/NtO\nBLpjlOeVeJP0LIbbucygayYSIAESIIGYJtDSm5NYgeJCQc3gijpHqGm5TX4FtqKmO/idBEgg\nMgn8PETkn9dgRWYs1hI2qcSMwkVKNaNzA6S02vzSTQF2Mqs9CPTfjDlJz+Ctnac9tFEHCZAA\nCZBAJBOIdQfJ1N1abBi/Ik1nJ5jADGao4GJsVofY4RAmEiCBcCWw+iiR96eGkXVxtcPmXC2M\n/avBODCTHEn+v/w/JAQOWypyzqshUU2lJEACJEACEUSADpLIk6gvM9RwepN6u6o2/4km+fxK\nAiQQBQS+HScyD/EPwiJl4LWWSUXr/H+b/l9kfsdBaukNk38v/28HAsd9iWlgc9tBEVWQAAmQ\nAAlELAHjGMR6eg8AzNPHX7CZKbrzsZ2MDSstyrvY3sLWMcnrbeHn42anN7MntLJmPpRW1gSt\n0Moi+LBv+KE2EIXaDkwKc0G31g4zTFIrq7YB56+0oBeiPhba2QtqOzDax4VfMbTlCxcWanbg\nrGZhpV1oZT+6EOsSvCvFQ9dIsqnEYMkdJx5ngmn6uuRKhHyNQj6hh3j6jPYk/vK5vaZ4sXi7\n4xVXbbIVrpa47R+id+ovNT0PN1G/xWP32WHmTwZNXru4YbNO1qaXdcdbY1GToJd3OfTlCwWL\nce+L7OorqetHqq89dZs3FYbKqEI1qq5ryNZYkLXSd6rvIzi/+jpF8cywdG1faJWFU8sCNljp\nD9WyqI9qrQ2QrYCs9h5pLm0r92ArdaIuH7gxCgwgMJEAHSQ8a6AZjMWGUFGCOEZyOzaTPsN2\nne9TR/1ns2k7JtPhamXNjUorW2ZB1tzYzI1bq1ttB3SadqnVa0VWbQPKVm6hbDDX9wChtVlt\nB5wjK+WzIqu24QBYVGvrD7oTtJyttAu1LAQ/OV82fHq+9DaVGCzB3iIc0nQ4bouHjf1Eqs96\nQ9eW95z5eE3OcyclxX2I11oj/4yZkXCGitYget39eMRCVLtT/iUJ5opDsnvEjhDV/i8tnt2/\nA3NqHGpZr17WUaO3wVjicurl49x62VCxGL5MesBB0l7T6jZvWKDijHOk0g1ZdX8PWSt9gFqv\nlesU5TIP7qqyQc4qC3W/BdVWWKhlwRiLBujKB1njhKpZgHMZjtHKh4oFTGYiARIwnQKTiFkH\nyQy2MW+QhmH7BZuJcMdEAiRAAgdMYP4ZUpVRJKljPw2uwtnnKK+c9Y3It78T+fFP/gPMnKOc\nY7FI7ANiMw4TEwmQAAmQAAmQQMgJ0EFqjNjMhDZBGZhIgARIoF0IfHiRSGYhXgotCq7O1m2U\nyNnfiddZgt+St+HAg8TmMD8UM5EACZAACZAACXQUATpIHUWa5yEBEohNAhgz8/oMvJ7GamqD\nftIhsCVkYIjdCJ0wpZoR8LoxymsbppfuW+XfZ96+9TsTn1OayTKDBEiABEiABJoSoIPUlAi/\nkwAJkEA7E0BAA5l9AyY1PiDSY2c7K6e6RgS8BcsQnvASEbNmVFwaJrmYmSAYHJA+WFJ6Pe8Q\nOaaRPL+QAAmQAAmQQFMCmAPORAIkQAIkEGoClZh6/fxNIiWIt8AUGgJeF4LJzb8UMSh3IfTO\nS1j5NU9kKrZTXkfeHhnw7EWpvuGLoTk9tZIACZAACUQJATpIUVKRLAYJkED4Eyjq5neSqrje\na2gqa/0/4IFuEBl+i9gGTcbLIzs2m9j6nytyxB0SX7LHLmu4tF1o4FMrCZAACUQPATpI0VOX\nLAkJkEA7EChYu1ZWz54tWz9tHnpu+1dfxZl9BWsQfvsA065crClwvYgbg72Y2plA4Qq/wsFT\nmisedLE/L59xeJrDYQ4JkAAJkEBDAnSQGtLgZxIggZgnkNqzp/zn9tvl3YkTZfei/aHn8let\nkncnTMj89q67JLV37zZx2jBc5F9XtkkFDw5EoKQ2CkZqv2Z7bck54olL8vrmJjXbywwSIAES\nIAES2E+ADtJ+FvxEAiRAApLUpYucgbdEXo9HPp0+XdxOp7iqq+WjqVPF43LJxNdek6SsrDaT\nWnK8b5HaNuuhggYE4jDRyyQzF6lJMpHt7K4qEbO2FBMJkAAJkAAJtEKADlIrcLiLBEggNgnk\nnnqqHHXTTVKAt0aLHnxQvrntNslfuVJ+deedFb2PxcKt7ZS+PFtk4UntpIxqRDKG+CkUrW1O\no3i9ybNJKsY4MpEACZAACZBAKwToILUCh7tIgARil8Dx998v2YcfLgvvu0+WPPaY5I4bJ8fc\nfnvzVxNtRPTuZSJrRrZRCQ/3E8iFx2nSyofE6/X6P9f9v+JB/6f+59Tl8C8JkAAJkAAJBCTA\ndZACYumcTAzf+QZn9ijOXgCZBQo5wSNCEVYBKVPKVkHWyvgTrMYoCRrdkMEymVKkkYXNBbBD\nVT7oK8Smkq1lgQVRgiec3zwIJweX9EtAtxPHqFhAthiyhkfQhMaQj18xVOWDMnW7gKw5v4oF\n5DAuSd8urLCotUPFAnrzte0Csuo2VFsfJbClUYpLTJTj7rsv8/1Jk3zuy3H33POj2O37IJTY\nSLD1L0GvES8q+J/Xin3SKzKwLFNqx4i1rrQ4S8rXKp2qsjS9bFEXqYReY3PQVJ0kNXl9BCs8\n6VJNnLjjXaIKTVGeLlWlGTo7irs0KN/I8dJv58SU1NVzE8q/P6em6FeXO212hzfzh5cTUrfO\nTcg74ZLywvOn1eA9UtBU2M13jSwNKggBi23eqKzGpmpHte1Tda1abPfq6wm2mmtUe51WA6+q\nbNBpkrp/QX9YjMul3VnA3nzYoe1nTV+hvZeFjAXqWn1vh72qe4PH4zFXxonYmEgg5gnQQQqj\nJmCPiztBac58yI3VyKK3WwK5I5WyeyDXQyNbK2NuEtrJGCa8FJazD55gs7lRqcoHOSsszMPO\nEcEt8D3w5MGOHI2skYGseXDuopGH7HLIqR5v8TAQEhY4v5oFZLGQjCUWxmntik2T1CzATc0C\nsvNxclUbguwyyI4KZOzq55+vz8ZQu9GT3nvPPEhl12cG/2AeTLoFE3PiZ4meO6Usd4tgZdPg\naQ2sPWS57tpbNkYvC70J0JsS3AI8cWWLp1u+oInqUkWaeFLKdPI7BkpF3y06O5qy8B71OhaI\nfUBSVz8en7ruM78Dlz5IZMQfZdfF99SMWmRT9VklXXzOXH9N6dCGrLR5o1J9TUG3+lqF7Hzo\n1rZ79fUEnVauU3VfaEAgqVmgsYWEBZyNBWCn4gZ7rdzLiiCvam8GBJL6Hgx71fd26FW1C7td\nfTn7jOV/JBDNBOggRXPtsmwk0ISACWG9+4cfJD4tLX3Yb37TaO+Or7+W4s2bpefRR0u3Qw9t\ntC8Wv6x87jnZNGeODL/6al/AhtWzZsnyp59OHPW738Uijogps80On+iIu8Q76k68a9iMoAwJ\nYquLaoenSiYSIAESIAESCEaADlIwQtxPAlFEoC6EdfnOnYMzFi70OUOmeCaE9dvjx0tKjx5y\n6bJlUVTiAyvKvo0b5as//EHS+vWTkx5+GK8UvbIN6yItuOWWtP6nnSZdhgw5MMU8qsMImAVi\nJWNwh52PJyIBEiABEogeAnyfGj11yZKQQFACHRXCuiVDRr7+phw1+2VJ22NGkuxPiSUlvnyz\n3zgjnZlMKO+Pp00TV3m5jMdbpMSMDEnMzJRxzz4rrooKm9lnZJhIgARIgARIgASikwAdpOis\nV5aKBFokYEJYj5gxI69pCGsEIZD2DGEdyIDM7Ttk8hUz5DczGg9TO++6G3z56bvhOJlf/jsx\nmah1u7//3je0bgDeqtWlQVg4dtiUKVVmn5FhIgESIAESIAESiE4CHGIXnfXKUpFAqwROevzx\nXbu+/76HedD31NT4QliPufXWVo9pj51f3/wHOfjjT+XQDz6SUf98XZZOneL7e8Srr8vasybI\nNzf+vj1O0yYdx82cKWYLlLBIbNlZr71mJdJjIDXMIwESIAESIAESCGMCfIMUxpVD00ggVATi\nk5O9pzzxhHiciOiMIW0nPfKI2DoggpEX53hj9nNSmZUpk268WXK/XZh8Lt4eFffpLW++8I9O\nf3sUKt7USwIkQAIkQAIkEDkE6CBFTl3RUhJoVwJLHn20Xt+3d9xR/znUH4oR+ODdp5+U1PwC\n+d0p44cklpbK66+8IBXZVqJnh9pK6icBEiABEiABEohVAnSQYrXmWe6YJrD40Ue71YWwPmz6\ndF84axPWuqPS8imTZdPJY8XhdNpXnztJNp98UkedmuchARIgARIgARIggVYJ0EFqFQ93kkD0\nETAhrP/z5z/3qQthfTKG16X16eMLa232dUTqu+hHGfDNf8ypvIe+/6GY70wkQAIkQAIkQAIk\nEA4E6CCFQy3QBhKwSCBn7TpfWOxhn37W7MgBX3/j25ezZm2zfXUhrN1VVY5mIawR1rojQljH\nV1TIlGlXiCc+Xl55/ZUtnrg433eTz0QCJEACJEACJEACnU2ADlJn1wDPTwIHQKC0Zw8Zf/tM\nuXLiuY3evvRYtVquHj9RTrvrXinp3auZ5roQ1sMuuii/aQjrQy691BfeOtQhrM+66X+k+08b\n5ZMH7pUVF11Q+tm9M33fTT4TCZAACZAACZAACXQ2AYb57uwaaHB+t8ezGktkehpktfSxBHIr\nW9rZJD9fK4vVZ0ohm9fk+Na+VkI+uTWBun21elU2w2svBgSVLPRbYbFXywJyZdDdeDXTusIE\n/luJbBULcM7T2gGdxdiasajo0kXeefrJ1Olnnz9wyiVXVD+ycvFGu9tddulvLqpy1LgS35z1\n7ObKrKxmr2SORfhqs435RuwDn29s7+STXhIxm0nP+/+Y/6sSJD7JKeX7c1r/5HaI3eEOLJ+1\n9APH4GefSyobfIy7d+r1VZNekx7JmTeUVwx4O+mYZ59zdI87varoiLPdgc6waZj0+PEEsNAt\nk1QCHc24BdKLtrYXbU4li+PLUHe7AukJlAdZUwc7A+1rmre3l2SXp4mjaX6g7yUZUrV2hJg2\nFzSVp+hlobcCelWEnUnizOslCUENqBXwOMRld4vqnlOZKhWlaTo7LLFI1bMo7urrD7dqyldb\nzyka2VoZK/3LXhyjap+1fbhKFjoD9i2ByoDymfuCVm855FMD6WkhLyQscC5zP1PZDG7q+whk\n92j1Qs5c/5baBY7R3oPV93bYoCqfx+s11/5wbEwkEPMEVDermKfUQQAcdvthpncKltCBFkJu\nRDA5sx+yNRZk90C2h0Zvre4iyGcp5U3Pq7V5nwVZKyxcWr0oUx5kc5RlM2L7sHVRynss2GH0\nBuS2/qwzZcHNN8rYhx9POuWhh4d33bQ5C29mkj554B7ZfOopg3GOgOnoBSKHLpOKw5bqbtz5\nOZKUnad7cDcnxMOtJ7lc4HM0Tt5K3PfnXCfiSJK0kc85Rn9rT90xQOx9tzqSvaMQ4vvnX8ng\n569LknN+Jbbk5uhTyqRHj12S9dHkxnpb+FaI/IDcmsrDULe2PnA95UPWSri9Ash3a3rOQN+7\n75Ky3C2NndZAciZvzSipPmSlTnbZGL0s9Hq1eguyJbFbfvN6bsnmijTxoA6btYtA8jsGirdv\nJ7Mo6Samv+gdyL4AeaYf6hogv6Us8xDcvJEHlnYhW9WWIafuDyHbYt8SwAx1n4VrxPTf2r7Q\nnCokLKzcJ/EjyT40TBVj6FXfy1A2K/dIc79W34Mha+XermoX9k5epDtAu2MWCXQaATpInYae\nJyaBthP45P57ZOjnX8ip9/1F4pw1fTaMO1Xm3XpLi4qH4ffU82eLrDu8RZGQ7fA5PVO2B9Rv\nyzpE5DLz0qf1dPLHeJKBu/Hdr1uX414SIAESIAESIAESOFACql/zDlQ5jyMBEggtAXdiosx5\n4hHjHJkT2T585CExi7EGSn22ilz6N7zA0QziDKQgTPLOeVXksCVhYgzNIAESIAESIAESiDoC\ngZ+koq6YLBAJRC+BEx99or5w4++YWf+54Ycu+SLTsS5sYnXD3Mj8bMfYkqnPiOR2TETyyIRE\nq0mABEiABEiABA6YAB2kA0bHA0mg8wkc/dwsOWzOh/LD1VfKqvPO2WU+m7yGKRlToK96WCQ9\n+Ai2hoeF9ed4vDC78jFMBtod1mbSOBIgARIgARIggQgkQAcpAiuNJpOAIdANi7pO+sMtUtSv\nr3z48IPy1t+f3lTcp7cvz+wzKc44Eo9jNngUOhKpiKt31SMIlxVFjp+v0vgfCZAACZAACZBA\npxKgg9Sp+HlyEjgwAnaXC4urXikJ5RXy1nNPS3UG4jNnd3W/8+zffHlmn8PpkoufFRkQxUPR\nuiEAshk6GB8FQwcPrCXwKBIgARIgARIggfYmQAepvYlSHwl0AAETtS73+0W+oXUbxp9Wf8Z1\nEyfIkkun+vZdO+UvMmJx/a6o/dBvq8i0/4cIFREefCJqK4gFIwESIAESIIEII0AHKcIqjOZ2\nPoF1r78uq2fPlvI9jdeRrS4p8eWb/V4vIgmEMP175h1yq7dK3v7H083O8sZLs2Tux1XSP/OO\nZvuiNeOQFf7w5dFaPpaLBEiABEiABEig4wjQQeo41jxTlBAo3b5dPr3iCvl8xoxGJfriuut8\n+eW7d4utExfcG/m9yMQ3GpkWE19+tUDk1+/HRFFZSBIgARIgARIggRASoIMUQrhUHZ0ERt98\ns/Q75RTZ/MEHsvaf//QVcvVLLyWse/VVGXjWWXLkjTd2WsEHrRO56DkMN+s0Czr3xKe/K3LU\nN51rA89OAiRAAiRAAiQQ2QTiItv86LLe6/H8rByYVQG5n5WlL9HKQq4IOq1Mdy/HMaoYYnhg\nt2JHJeS15avUlg9lU9sA2SLorQrIGAuxnjZrluOVkSN7ffn733uzhgzJ+/L663NSevRwjX/+\nefP6yINjW0wJVVLljpedLQo02AFZrzNJJ9tjhySc809xlmVK0B8+apKlqqibJDQ4VYsfK9LF\nWeTWyRolVYnirk4SR4sKG+yoSJVq2BHfIKvFjzUJUgNZV4sCtTvG4S3S9gGStKevug0Va9tQ\nbTuuCGZDg/2l0I14e8FTZaqkoHxJwSVFnEoWRpcrHvWn4GZkwdjUh6pdlGdIjcOrqzujuzJZ\nXM5EUd1zKlJ8NqvssMJC24aMvVVggbrbZz4rkqlnBNTXJbQj0+YC9y/NVZg+Vt0fWpA17Vil\nt9ZerWwZylbavBgt5hRjT0hYwA6tzVbuqVb6C8NCdY+spWPuO9p7sJX7meo+WTs0PLfFmuIO\nEoghAqqbVQzx6NSi2uz2XNyIgiZ0oFsgp+rEIJuvlcWJEyHbI6gBtQLQXQT5LI18razKZujc\nCp0qWYssCrQsoDcJsjktlS1rwAAZ9+yz8tHFF8ubJ53Uy11d7T33gw9sqTk5fVs6xuSPWCRy\nykfSve9WSW5Nrm7f2pGScshyHeNlYySl13bdw218pSRlFegeVl0OsUFW5fAYu/Ggb08uD+6k\nGdmydEnU2rGzn8RrZXO3St+8vtLHnCNYQl0XWmgX5nrKDqazbj90mzbXre57S3+H/4hw5WVS\noS1fggUWCPWeoNULxur6cNvEDr32lsrUND8hTewpZTr5sgy9zVZYxDv1bSjJ6esPVXVd24a6\nNi1zK9/z0C5a7F+aHFeA76r+EHJbLMhu1cqifPssXCNGtgt0a1MeBNudBWxW3yc9uOegIasY\nQ6+571mRVd0jDSzoVt+DIau+t2tZdObQcG1joRwJdBQBOkgdRZrniToCB0+ZIivgJO2YN08G\nT5pU0+/kk1v9xXvATyJT/i6CNxtMMURg5OtvSlx1taw/Y7yk5hfI0M+/kKxt26S0Vy9xVFWL\nLX2InLr6QtndrxMnrsVQfbCoJEACJEACJBCMAB2kYIS4nwRaILB70SL55ZtvMOHHJpvnzo03\n33sefXRA6e67RK54Auv1BB0gFvBwZkYwgcztO2Ti//xZCgYNkC7bfkY4co+U9uwp6bswGhPl\ncvc+URzjzscndscRXM00nQRIgARIIIoIqIdHRFGZWRQSaDOBmooK+WjaNHHExwuG1ok9Ls73\n3eQ3TWkYYX/VwyIpqpkoTY/m90gn8PXNf5C8g4dJt81bZfehh8p9u7bJ3L/+H59z5EnJEcfO\nr0XWPBXpxaT9JEACJEACJBA1BOggRU1VsiAdSWD+TTdJ0U8/yfEPPCCDJk6UY+66q9J8N/kN\nE4IsyFWPiHQ1swiYwp5Awdq1vrWstn76aTNbd3z9tax87rnEgjVrmu1rLcOLN4wZO3eJ+Zv5\ny07f5/N+d4O403uLfQLeQCZj2t+ye8VWTQ+6NY7cRwIkQAIkQAIdRYAOUkeR5nmihsAmvDEy\nc496n3CCHHnDDb5yjf6f/6nu+atf+fLNfpPsbpFL/ybS52ffV/4XAQRSMfTtP7ffLu/C6TVD\nJutS/qpV8vb48bLw7rtTUnv3rstW/e2C+UZJJaWy9fhjJbWwUK479iRJLC0Vx3EvYP4R5nrn\nnoNQc+USn7/OjLhjIgESIAESIAES6GQCdJA6uQJ4+sgiUJGXJ59dfbXEJSfL6bNmCSIP+grg\ncDh83x2Jib79Ru43L4octCqyyhfr1iZ16SJnzJ4tCLkvn06fLm6nU1wIsPDR1Knicblkwj//\nWZqUpQ5K5cPZfT2icyBtPnmsbMIWD322fpPE1uskX76k+QNiOQo3sj/2E+H/JEACJEACJNCp\nBDgruFPx8+SRRiAlJ0d+t2dPQLO7YX7JjVX+5TxOw4KlR2P0FFPkEcg99VQ5CkMlFz/8sCx6\n8EGp2rdP8leu9A2n7HviiZbDbDhTU30Qum7aLAMX/McPZPuH4s3/UWzZo7H4UO2SMY4kRONl\nIgESIAESIAES6GwC/MWys2uA5486AmPmi5z2ftQVK6YKdPz990v24YfLwvvukyWPPSa548bJ\nmFtvPSAG+UOH+I4b8c6HYrdhTdxfw3u247epBVeI14WgHkVrfftdWQPoIB0QYR5EAiRAAiRA\nAu1LgA5S+/KkthgncPBykfNeinEIUVD8OAyVPOWJJ8SDIXbi9cpJjzxSP5zSavHKevSQyq7d\nsRYSnKGDfovhdRNEjpgpUrJR5OurRfA2SdIGSE3Pw+kgWYVLeRIgARIgARIIAQH8jMlEAiTQ\nHgT6bBWZ9v9EHJ720EYdnU1gyaOP1pvw7R13yDnvvVf/3cqHE56bK8mFe/2H/PSCeFMQ5KHL\ncJFUzD3a9g6WP8IQvFPfxFslxmhoytXrhoO6Ddz31U7m63q4SL8zxRaX0lSU30mABEiABEig\n3QjQQWo3lFQUywS65ol9Op6nE/A8xxT5BBDOWzbNmSPDEZDDBGxYjYAcJs98t5JyV+c5Jt5w\nLbzmJJGxeLW44i8iP/7Jr8KegL9wiszf5J5W1MaErLdgmci8S0RKN8GJTPMtyOybr5U+WLxj\nXxRb96NjggMLSQIkQAIk0PEE6CB1PPMWz+h1uRZgjE3Q9w94pCqA3LwWFTXeUQzZksZZgb/h\nxFUYc4knOV2C3hpIYlKFKpVCvlAjaeRQxnlaWcipZCFnWGDZ1uApq0BsPXeKemGag1ZI8paD\ngtedOXNVklQVdhd/NIcgppSmS8WKowVmB0+lGRZk06QKequDa0UlJ4hzZ3/BU7wueRziRohz\nh0Y6VCwArAzbPI0NkDPXR1GdbP6KFclf/td/jU7Oyak58cEHFwkcpM0ffDAGeXE5o0evyRk1\nKug1anRhDay4I5bnDF791+376++CSeKoLEFI782O6l6Hur1x+7EaFvtC0C7KMqRc24YgW6lu\nF4ni/KVa3y7caBcOZbuosVdWZS+clhhfvdP+y+UvlBeNvqhGzHpSS9+O7/vKNamery/wbrhz\nZbE7OUNK0/Tt3gqL/Bxff7G4rl209hf9VTUqObE1mYb7IFuNY1Typn1CVtVv4RxmxbV5Dc/V\n0mfotdLPmmtkX0u6muQ7oXt/w26ys+lXi+wMBxUL6FXfJyFbCJvnNbWthe/qexmODykL0zZa\nsLFptqp8+DEIKOSkpgfzOwnEIgE6SGFU67a4uLGmdwqW0CnOh5yqE4PsEsgeGUyn2Q/naA9k\nsWqlOhVBPksjDTtWQBbjY4InyC2A1Njgkj4JKyyWQvcRwfSm41F5yj/EOXi9/iZfmSqe5HKD\nMHjaMUAq+26V5OCSImtHiu2Q5TrGy8aI7fBFOtnVo6TisGWiGqeEB0V3dp7O4TFlChWLNaPE\ndugyXflwm7ellchB88/UUJZlaBejjKQJ5f35b38rbkQjnDBnjiO5a9cTTf7pL7wg7511lnx+\n9dXHTl24MN4e13rXGYefDmY8LJKzSzwpzdpFBjTidLuN5v1pO9pFP2W7sMLCtIsRC51ZmqFq\n0JsIxqp2UZAtnm75ujZvSlmRBhZlOvmiXc84E/dudMioOyXXdnFabr2bcoF4D/9FHItutR36\nyhNdbKNuF6sstNcI2nEc2sWA/TXU8if0b8bZ6NqyROM9kM1DTk7j3MDfILsUe4L2W7VHz8df\n1b0Beq30s8shPzKwhY1zwWIfZLs0zm31Wx7kVSygRc0CdqjvDfjFYwE6b9U9B3rV9zLIqu+R\nhhDk1fdgyKrv7ZBVsahbtqLV2uJOEogRAqoHuhhhwWKSgCRWipihchlFeoeA2MKTwJn/ghuy\n0JptJmrd7u+/9w2lG4CFYevSICwce8ill0re4sXxRqa1ZMPT1sXP4skaMRjCISVvW+yQ9/B8\nveAyeNyYJLfuaTwuTROZg1eTexeFg4nNbIjfvdJ/bxo8pdk+GXSxPy+/3mtqLsMcEiABEiAB\nEmgDgdZ/Bm2DYh5KApFGAMPC5NK/ifT5WWSvlfdokVbQGLEXv0rL5OcwhSVTZNMhukIfN3Om\nmC1QmvDSS3LGSy/lQ292oP11eWe/JjIiTJ7dva5K6T/r8hSp3OWfAzXwApiJEvw8xx9B78vJ\n4j1vudgSzFut8Enx+RtM9SGQRb9mRtmSc8Rr5nSZuUlMJEACJEACJBACAnyDFAKoVBmZBC54\nQWTY6si0nVYHJhAHp/eyJzFudEfg/e2dO/ZjkRP+3d5a26Bv/T/EN1Rt+C1iGzQZ03js2DD+\nsP+5GLR1B8ZDwnFa80QbThCaQz3xtaP84OA1Tb7Idm5M4TNOEhMJkAAJkAAJhIAAHaQQQKXK\n9iXgxlo0615/Xb753//1bevffFNqKira9STj3xEZ/Z92VUllYUIgGc/YVz2CYZP7QmvQyO9F\nJr4Z2nNY1l64wn9IhA1Vc3cbgoGKSLWL6PoLUft/8Xr/BxMmnYkESIAESIAEQkCAQ+xCAJUq\n249A3tKl8uHkyVK0caPEp6f7fv12lpRI1pAhMuHVV6XnmDFtPtmY+SLjPmizGioIYwJZcI6M\nk/T0bYgiqApBYK0wg9aJXIThfP5xYdaODal0yU9GvRdD1ZqZFs5D1SoPmeROWfx8vKx8SLyn\nvuW77us5rXjQ/7H/OfVZ/EACJEACJEAC7UmAb5DakyZ1tSuBmspKmXvxxVK2a5ec+dpr8vui\nIrke29lvvy3le/bI++edh3jZhapw0i0ZdvBykfNnt7SX+dFEoBeG2V32FEZmudq3VDm/iFyO\nUWpx7ay3Xaw0i9Aavy3ChqpVDT3dI7mTRLbPFfniPPFumyPenz8QL+ZMyda3MBZ2usjgae2C\niEpIgARIgARIoCkBOkhNifB72BBY8cwzsm/9ehlz661y8JQpYkKQmvkTQ88/3zeRvnznTvnu\n7rv7HqjBfbeITENQLztioDLFBoEha0UufB5lbac6N8P2zJspM4wvLFPGEL9ZkThU7eRXEVga\nr/x2LxD56iKRLy9EAOlViIDxR5Fj/9b4rVJYwqdRJEACJEACkUqADlKk1lwM2L13OV7vIB18\nySXNSnvINP+vx3uXLUtvtlOR0RWrkJhw3glOhTBFoorAkQj9PQEvIdqa6kLCdylsq6YQHp97\ntl+5GarmbeIVhvlQNZs9XmxH3CVySQFe8yJ6yoUbxPabNWI76l46RyFsMlRNAiRAAiSAUSGE\nQALhSsC8PcKTkKT369fMxJScHIlLTpbSbdtUC642VIDFKn2/+qeVNszl51gicMpHmP+PZT2/\n+/WBldqO4XRmuF7v7Qd2fEcdZeszXopHTHRmrJyb4BuqNvRKXFP4XWzjywj1/X5EDFUzb40l\nY3BHIeN5SIAESIAESEC3qjk5kUBnEIhLxfwJ/OrtwlykpslEtnNVVYkjMdEf7aqpQAvf4/DG\n6MrHRLrvaUGA2TFD4ByM4Dp0yYEV98JZIkPXHNixHX3U1t++XsGhah1NnecjARIgARKIZAIc\nYhfJtRfltncZOtRXwoI1zZ9EC9chbBicp9TevbEgii7ZMMJo6jMi/Tfp5CkV3QTM3LNL0B76\nbBNLce1Of1vkqO8ih43XwaFqkVNbtJQESIAESCAcCHCIXTjUQq0NXo9nm9KcCshpZUssyBZB\nVu1wQLYcWzG2oAmDZIxulc14JVQJz33bwAkTkhCoocd3M2dWnP/xx3t9Q21qz/TdnXdm42Pq\nwIkTd+KvsSNoGvuJZGQWS832QUFFpTRFnFWpkhBc0i/hjBNPgkv3RrY0U6q223XDWyvTpBr2\n1mjscCaJUyuLUNdVkI3X6C1NlhrYoZI1+sDCDRYOje4SsPBqWaBOWi2fyympa96zxe1Zaeux\n2xVfkH6Uq/KgM73ehNb9n+O+kOzsPB3jimRJzizRtaEDYaFtFxXBWDSAv79d4CqU1oeqVVpo\nF2BRU5ERsnZR7VW2z8pU/TVSbeEaKU8X8+paNcMMZM2AXfWgXfjmJTim+avxBvVW97FWVtV3\nQrYSerWyFRZki7WysBuDmMXcd1QJ/X0x+nstC7Ud5j6CTkjNAsZqZYsssFDfIw0s1J8pn+oe\nDDlz71XZDDnVM0PtPMX+xhYmEoh1AnSQwqgFIEqbtmPaCrO1spjhrJY1S9P3wKZNxunJ0gjX\ndvwqm41zBJ39B0+aJEMQynvju++mvHf22f2HX3WVL5LdmtmzZeOcOTJixgw56uabEUdMDg9m\nw8lzoXCjlPfbrHugy+sh9pw9uod8c248pHmSy3UO0o4BktR3q86OsnRJ1NpckC0JWtmSDEnS\nyubniB0OhMrhqWXhCAWL0oyWy+ctWCYyD8E8SvF6MC5NUhz4V/0oJrDBIRj7oti6H91iEzEs\nBq3X1cfeHHF0z9PVszlhRao4kkucdtn2nj8Cm8nsiuba70yxxTV23LajXfRTtovWWJhTNExW\n2gX0qtsF9Dq65VtgkSYOzP/D5R087RgoiYgyqXLKYXNIrpGduWLmN+YEt9b3YFuIB1bMatMl\nyCJMjE43ZI2Tpuo7IbvVguw2C7Kmr1fZADnTJ3fBpkpoECFhAb1bYYDKZnCzwsI4Jiq9kDPc\nsrCpEuwwg79V92CvSAHktXZshd6gsg1/hFQZTCESiGICdJCiuHKjoWgT33hDFt57ryx+5BHZ\nMhdeDlLm4MEy5rbb5Pj77/cFcQhWzlEYDmWilq0ZFUyS+yORgNes8TP/Unipu+AMvSQy8AJZ\nNcZWPPKtOVny9dUIDz1ZvOctF1tCRocXz753mcjH+x03E3REavCiAY6bN4jj1uHG8oQkQAIk\nQAIkQAI+AnSQ2BDCmoAjPl6Ov+ceOe7uu6V482ZxJCQ0imqHX9FaTYPXikx+Hn5Uq1LcGdEE\n1v8DA3o2iIy6U2yDJvuLggq39T9XvGXbRBbdCu/4Cey/vUOLaRy3hM8utTV03Hwt8ec50tmO\nW4eC4MlIgARIgARIIMIIqIY7RFiZ2sPcc6HksPZQRB3tQ8C8+s/Cm6NAIb9bOkOPHQjF/CRG\nXLlbkmB+VBAoXOEvxuApzYsz6GJ/Xv7i5vtCnQPHzVa0wSbDb/E5bjaE1zbt2DhucsQd/jde\nxnFjIgESIAESIAESCCsCdJCaV8cMZL2L7Yzmu5gTKQQyMWr/qkdEkjH6iinKCZT85C9gar9m\nBbUlYwqJA1PrzNykjk7h6rh1NAeejwRIgARIgAQijAAdpMYVdg6+/q1xFr9FGoEkxOuZ/ihm\nxpqpwkzRTyAO62WZZOYiNUleNxa+ciMolHGSOjr5HTfEog8zx62jOfB8JEACJEACJBBhBOgg\n+SusG/68gu09bIgOyhSpBBwuDKt7SqQXhtcxxQiBjCH+ghZhwlnTVLzen5Oa23RP6L/7HTdb\n2DluoS85z0ACJEACJEACEU2ADpK/+j7CH4Sakn9h+60/i/9HHAFEbDABGYYEeE6OuLLQYD2B\n3LP9sisfwtrBTcJ2rHjQv6+/eTncwakdHDfvvjXiXf2keH+4Rbxr/ibeguUdXAiejgRIgARI\ngARij0Bc7BU5YInNDO7/xfZvbJMCSjAz7AmYUN5HLAx7M2lgOxOw9Rkv3lxctj+/L/LFeeId\neqVkJnjjvF/+0583bDrWR53WzmdVqDOOm4mwZxy3U9/yBWioP0rhuHl/+KPIWoz49eKldnJP\nBHXYjcNt4j309yIj/oLP7L7refIDCZAACZAACbQjAd5h/TCva0emVNUJBI79QuQU8x6QKSoJ\neIvWSZeFC+O9Bb3FOEQNk3fPNyJ9z4QT0UNk06siOz6RAV9JmqQPgiMBJ+PIexo7Jw0PDuFn\nY6dr4CSvY8v7tjrHDSsdi2x8Oajj5t3wIkKTIwRj79NETnxObCibtypf5Bu84EZ+t3k9EqXb\nLSG0nqpJgARIgARIIHYJ0EEKTd2bCQ+fYotXqk9XylEsAIFDl4icg+dipigmAAche+7dyVK6\nR7wTF4gte7SvsN59q0U+myiSBOdo0g8ixyBsdulmWXNkfPFhG3MzO5uI8/RXvcnfPWCT1Y/7\nHDefPUEcN98wQbN2U0IXkZNfwQK3/mLYkrLFexKcq3cOlexPH0jyXvg7scXXBqjo7ILy/CRA\nAiRAAiQQRQRixUHKQJ01nW+F0FZitlAkMxbmAWwJSuUnQu5yj8eDpz1VkIgSyK1U6sbPzmrZ\nMsjmKfWaxVcrIZuslDd6tTary9dnq3hO/UgqdvdtVr/NzKpMlcqd/cTRbEeAjNIMcboS1PUn\nNYniiq/WjXkq7iIVdrdu7dryVKmGzap2WpUkVWrZVCmHbNNrIgAJ+Btg4UzUs4CsK6HdWXSR\n0queLR326KTsmoVXe/Ov+aESE47gNE1Ljve4bPkXzq6qyc3CWDSTBktxfyne6dTVR3m6lGpZ\nlIEF6lp7XUt1YrwrcdJdcXL2neLYt9mGlY697szmUe2M1SVoFzvRLhz7ttpynMWJlSOmuIsG\nZ9aYfftTqmQecnZcypLn4vKT1lfX9D6yyaSr/ZJ1n6qS9e2iMgU2KNsFuDmrky2wSBJXYpWu\nTnCNVNpduvZZEaJrpCxNTH+4tY5jkL+InSkpQWQa7i7Hlz0NM1r5vBf7VH0nGkMp+mWtbLFW\nFnJW+m9LLGBzOfSrWEB2r9ZmMCvVcoNO9T0HNuyxYIMlFrDXyj3Yyr1dxQI/zqBoMhwbEwnE\nPIFYcZCWoqYx3qZRMrO3/9Qop/2+ILaw4KdedTIPqpfb7fbDlEcUQm6EUtY8YGllzU0KP8Xr\nEm4URehNs3TSAnG1Hfu0snl9ZIHLISm524Nbsa+buHtvF1W857weEp+zR+dMmTPD+fIkl+se\n6DwO8WrtKO4qVVrZvF6SpJUFC49WNj9H4rPzOpfFxoNFnr9r/KKJ9htPHPvw47aViX9NTd63\nT3rtXSufPHCPfHXbsclNWsCP+G7e5AZNaJgbLpwlPcd8HVRU9uZIQvc8XT0bbXh496T42oV5\n7hjsP4F5FAuQ3LXtwvvLBt/eZNsAR8r25ty9tgG+/dkbNyXa3Ef6Prf2n5V2UWShXRRkS0K3\nfAss0sCiTCfvidO3T9gckmtk+2AM00RAzNbYNthn+uSuDb4H+2gcjpxgQrX7EZtT13eilanv\nDZBV97O4RjyQ195HjF68/tQl6FWzgKyaBc6uZoHy7dOWD3IQV7Mogqz2HmmAWbkHW7m3q1iY\nhayZSIAE/ARixUH6EsVd06TS1zX5zq8RSKAmXryzbxC57n54drsisAA0OSiB3X1EXvoviMGB\n+OT+e2To51/Iqff9RRw1NbJh3Kky79ZbguoIJvDO5SIZeJQ5WPXbezBtbdxfv66TeckQINWY\nH4OROmNtJ/+Z+T8JkAAJkAAJRDUB1RCbKCAwA2U4u8n2YhSUi0UAAby9kedvwhiJTOKINgLF\n+O3V1G1V7eAld2KizHniEYlz1ogNv+N++AgixNnb3o3hrZ68fD2mCfUPA4L14cFb+A2nbr2n\nzljbKQzw0AQSIAESIAESCDWBtj9ZhNpC6icBBYGi7NoHadUAOoVCinQ6Acyp8jlHGGbYKJ34\n6BP138ffMbP+c1s/YG6RzPpvjMtBW+rMZCLWSfcxIjs/F2/+4kam+IJSbP9QXF1y3dL18Eb7\n+IUESIAESIAESKB9CNBBah+O1BIGBHZhxol5C4C5HEwRTgDzymQ2htXtbhLP4OjnZslhcz6U\nH66+UhZNv9z32eS1VyrDW0jzxgrBMTo3/eoxLHmEEdCfThDvqsfEu/NLLBT7lMjH4xAbM1O2\nX/VmOecLdG4V8ewkQAIkQALRS4AOUvTWbUyWbAPi77x1RUwWPWoKbWZA/+sqLGl0aOMi9Vyx\nKmnSH26Ron595cOHH/QNryvu01tMXreNGxsLt+HbXkzLf/FGkZpOnKFpyz5S5KxvMDFqsMiP\niCXz2Zkii28X6TZK5PSPpKrvKE8bishDSYAESIAESIAEWiFAB6k5nPeRZUK5PNx8F3MigcDi\nE/DD+3mRYCltDETg4wtElh7beI/d5ZKLp15+cEJ5hbz13NNSnZEhVZmZ8s6zfxOTN2XalWJk\n2ittGyryz2v9obvaS6dVPTY4Q7azvxOZiiBfkxb5/tpO/1hs3Y6wqoryJEACJEACJEACFgjQ\nQbIAi6KRQ+CLSSILT4oce2mpn8C3p4rMm9ichola13P16gwztG7D+NPqBdZNnCBLLp0qud8v\n8kW2q9/RDh9WHyXy/tR2UNRGFbaEDLF1HYEFktTLL7XxjDycBEiABEiABGKbQCcOIolt8Cx9\n6Am8e5lI5j6RQ1aE/lw8Q9sJrMaLkTmXBNbz75l3CLYF2Du2qcQbL80Ss4UifYspP1kFIid/\nEgrt1EkCJEACJEACJBCOBPgGKRxrhTa1CwEvWvcr14lsH9gu6qgkhAS2DRJ5FUPaTJ2FW/po\nssgyBJVjIgESIAESIAESiA0CfIMUG/Ucs6X0hW7+g8jv74tZBGFf8L2Iav0C6sgVriPIMCPx\nDaykll6MmAl4I9keyet2imx7T2TfKr86hOy29UYgBklpD/XUQQIkQAIkQAIk0AYCdJDaAI+H\nRgaB8gx/6Obx74k7MiyOHSvL08T9yu9EKtLDu8xu9JSzbxC55Glxdc+TNrly3oJlmGiFsYSl\nm0Ti0hASBh5YTan0WDEw0XvcS2LrfnR4w6B1JEACJEACJBDlBOgghVEFe1yub2BO0PC9CINc\ngEeqBRrTIVcEuTKNLPRWQd7KUqs10Buv0Q0Z/P7usyWoOLyYAiyDoyqflkV+T5H5p4l7d1/p\nG9QACDgTpDrBKVg6VJcwTyU1qUL3878zSaryc6RaoxkORLl2eNfmobID6wbt1egtyZCy7YMF\nT+fBk1UWWMOoJs6taxfLR8uOwhxBdQdPqOt8bbvHRVSA0XraNlQEvSXBLKjCy50PJ4utMkVG\nBJOt2+9xiNvu3l8+e02FDLtvWnp89S77jitmVewbPaXGOEiZS96Oz33lmuSary/wrJ+5ssSd\nBK++lWSlXZRm6NtQRYZUoL3h9Vbw5IoX5/ZBemexKYvWzuC7Rrrr7MCaVeprxAqLvTm+Pmtp\na3bW7UPbrEYbUvcXVvpatOUitOXSunO19lfbHxodVq4nyBajfKYPD5ogGzIWOLm5n6lYQA6z\nB3V9AMqWr5WFnPpeBhZO6Fb/oALZKuhX3YMhq763Q6eKhcfjgVo5ERsTCcQ8ATpIYdQE7HFx\nCFAdPKEHmw+pscElfTfBJZDHoirBE+T2QAoDntTJdNBZSmkTKuFwjWytc6QqnxUWOwbL0l8G\nCwI4B0+4seVBd05wSb8Ehl8VXX+fZHU1t9kgaccAqey7VZKDiPl2rx2JIBPLgzP+Abe078bJ\ncth8kkYvyrcUsiFhgfMXYuuqtKMCdqCUwRPkjMOjahd4oJyvlYXeZZAdFdwC/NKQKQWjfghe\nH3W6KlLFk1IuMMefvKufE9m7EWe7U/rL1NT+P9btuUCKxm6vyfz8tvjhLz2RZRt1e92OgH/X\nwNpDl+nsMA621mboTYBe1Ti/gmzxdMvfX7aAhjbIrEgDizKd/I6BUtF3i86OULGoTvE5tv0b\nFKHFj2hD6jZvlEA+D39U/Qsaj3HSjjDHBUvQOx8yqmsEsurrCbLLoVd7ne6DbJdgttbth241\nCxyjZgFZNQv0hwtgh4ob9KrvZdBZBPksbKoEO/bgGNU9GLLqeztOrmJht9d3VSp7KUQC0UyA\nV0M01y7L1mEESjPF+/xNGCqW2mGnrD/ROrzPeOfy+q/8EM4ECs2zFdLgKf6/Df6vGHmJy/c1\nf3GDXH4kARIgARIgARLoaAJ0kDqaOM8XtQT29kKwgRsxnaQD38vu6O+P1IfhS0yRQKDkJ7+V\nqf2aWetOwwsFB0bXmLlJTCRAAiRAAiRAAp1GgA5Sp6HniaORwDYMWnvtGkwkwziJUKfCbJFZ\n/41B7qoR66G2hvpVBOJqXzG6KpuLuzD1x40pCMZJYiIBEiABEiABEug0AnSQOg09TxytBFaN\nFvng4tCWDhPTxQzpw5yYdk0Fa9fK6tmzZeunnzbTu+Prr337CtasabaPGUoCGUP8gkVrmx0Q\nv3ed361OzW22jxkkQAIkQAIkQAIdR4AOUsex5pliiMB/TsOs2DNCU2AzhO9FDOUzQ/raO6X2\n7Cn/uf12eXfiRNm9aFG9+vxVq+Tt8ePl27vuktTevevz+cEigdyz/QesfEi8XkyzbpAyvv4/\n/sGZ/c9pkMuPJEACJEACJEACHU2ADlJHE+f5YobA3MkIjzamfYtrhu6ZIXxmKF8oUlKXLnIG\n3iB5PR75dPp0cTud4qqqko+mThWEoZeJr70mSVnqoEyhMDGiddr6jBfJnSSyfa7IF+eJd9sc\n8f78gXi/nCzJa96Jk2HTEcBhWkSXkcaTAAmQAAmQQKQT6MDp5JGOivaTgEUCcGbeuFoEIcBl\n8HqLx7Yg/v5UETOEL5Qp99RT5aibbpLFDz8six58UMr37EnLX7lSjn/gAel97LGhPHVs6D75\nVQRNfkBk9eMiOz7xlzl9kJQef3NN+pD74m1m4VgmEiABEiABEiCBTiNAB6nT0PPEsUDAHS8y\n+waR6+4X6bmzbSU2Q/a+Hdc2Hdqjj7//ftn2+eey8L77xON0JueOGydjbr1VezjlWiFgs6NR\nHHGXeLEWkpRuRlCGBLEhql3xAHFlbNUtsNuKeu4iARIgARIgARJoIwEOsWsjQB5OAsEIVGHZ\nTRNQobgNI9PMUD0zZK+jUlxiopzyxBPGOTKntJ30yCNi4yKC7YrfvCmyZQz2OUftqpjKSIAE\nSIAESIAE2kSADlKb8PFgEtARKO7mD8lddQARnDcdhKF6M3CeDh55teTRR+sL9+0dd9R/5gcS\nIAESIAESIAESiGYCdJCiuXZZtrAisAvRm1/6vTWTCnLEaYbouTt4MOzK556TTXPmyPCrr5aD\np02rNJ9NHhMJkAAJkAAJkAAJRDuBDn7sinZ/Lu+PAABAAElEQVScbSsfwv6WNQ7826K+GsiV\ntbi3wQ68dHBqZSFnVq9U6a09RTmO0bahKq0d0F1jwQ6XVi9YVGtlcf4KC7IGRwU2TC5pPW04\nTOTpobLW5pVDWpf070VI71Ueh2hj4alZoGxm7FzAut7300+2r268MSWtTx/vSX/9a4XH4ync\n/sUXfZFn6zN2bEWXYcNweKvJsEhoVWL/zpC1C5wiYPn2n7r+k7pdlKVL+Y/HScZBK3TtvjpV\nPG6MpKs/UysfnIniKk2TYGx9Gmoc4tbKuu162RoLspXJPr2qshmjqwwL5XtQZ4LeZlecXtYS\nizixcj1ZafMGh5W+tsVr1Shqklz4rmr3aGguVJ5K1krfCb3lsCFoX9jAbissqrXlg5z6PglZ\nK3VtxQYr90iDpBL8VHUCWfW9HbIqFrWdT5oxhIkEYp2A9uE21jl1SPkxJyFN87SBTiwecqpO\nDLIJWlkUstyCrHmSMzdYrR1JWlnYYW6uWr1xWr2wN9GCbIVWtrZxGKdOZXNNgs95UMlCp5Xy\nqWWhN2C7MKG8P7nsMnFVVMj4d9+1JWZmpoFbxWn/+If9vbPOMvtSp3zzjdjjWu06zAOdqnzQ\nHZJ2YbhZsEHfLmxS9c4VEv/bh0QGbMQZgiSHV+wp5ToHqaha4tLLdLLxbnFoZR0evWy8BVln\nkl6vweQQsFCWr9ip1x3n0staYuHSX3sontNif2EcKtU1AjnzY4NWVt3uYa9a1krfCVtrQsgi\nUcsCNlu5T1rpO/X9hYV7JMpl7qnqezBkA/bhRk/TpGWBemMiARKoJcAhdmwKJEAC9QRM1Lrd\n33/vG1o3AAvD1qVBWDj2kEsv9e0zMrGcXHDfX8BCvXk9Y5kCy04CJEACJEAC0UvA/ILERAIk\nQAI+AsfNnClmC5QmvPSSmI0J42Dwe76JTPh7+IrpJdFLxOvGy8Bt74nsW+UvZNfDRfqdKbY4\nhGZkIgESIAESIIEoJUAHKUorlsUiARIILYF93f2RCa/9Pxi7aWYlRFnyFiwTmXcJ1mrahMFY\n8AjNArY1pfAIB4t37Isi2UdHWYlZHBIgARIgARLwE+AQO7YEEiABEjhAAr8MEHnlOkQZjLKe\n1OvCvPn5l+JV2S6RsXhreEmeyFRsp7yOvD0iX04WW3UUvzo7wPbAw0iABEiABKKDAN8gRUc9\nshRhQiB/9WrZ9vnnUrptm2QMHCh9x46VnFGjwsQ6mhEKAusx6uydy0UufCEU2lvWGdLhb+v/\nIVKyQWTUnWIbNHm/Ef3PFW/ZNpFFt0rSj0+IHHT7/n38RAIkQAIkQAJRQoAOUpRUJIvR+QTm\n3XSTLH3iCfF6PJLas6eU797tG5Z05I03ytiHHgoW+a3zC0ALDpjAorEiWYUip805YBWWDkza\nvtgh713W4vA3W/c2Dn8rXOG3Z/CU5nYNutjnIMXtWWwTLGLMRAIkQAIkQALRRoAOUrTVKMvT\nKQRW/P3vCUsefVT6n366nDF7tqT26CGV+fny6fTpYvKxppCMvvnmTrGNJ+0YAp+fK5IJJ2nM\n16E9nxn+1mf25Sn1w98GXoATYn7Qz/DOvr7aN/zNe95ysSVkHLghJT/5j03t10yHLTlHvI4k\nsRdhblKUJvN2Lvu7t+NO/2mtr4S7Rh4ua886U2pSGJwiSqucxSIBEiCBRgToIDXCwS+hJBCt\nw8+wwK8s+OMfk5O6dpWz3nhDsHaQD2NydrZMfO01eX7IEPlu5kwZee21Ep+aGkrE1N3JBMxQ\nu8x9GHlWG/QtJOZg+FtC/kZHa8PfZA2Gv41qw/C3uNp2auYiJTRe89M3tM9dhYWNkkJSvM5W\nWhecYlDppuQ+6Vi5F8EpkkpKJX/IYHn91Rdl+5g2vp3r7ALy/CRAAiRAAkEJRNnU4qDlpUAn\nEfj3jBm9Xh45UuZjGNp6OBHz/vAHeeWoo8QMSzOLk0ZyKsF8I2dJiX0g1gqqc47qymMcoiHn\nnSc1ZWVSuG5dXTb/RikBD1ZDffl6kR39Q1jAYMPfzKnzF7fNgIwh/uOL/G9QGikrXu/76s7I\nbZQdDV8aBqfYfM0LlXcV5YnZXn77dUnfs0cuO2+yJJYwOEU01DXLQAIkQAKtEaCD1Bod7msX\nAqtmzZKVzz3XPXfcOLlm1y65ZudO+V1enpjFR83wsyWPP94u5+ksJfvW+x8YM/oHfiquyy/a\nuLGzTOR5O5CAEy9WZv23SGG3EJ3UP/zNKy0Mf/O92TGhuduScs/2H73yITFvSBulFQ/6vtYM\nO6fJjkZSkfmlLjjF8Fsk/9iLXV47bpF4g7Tq/HPl85l3SMbOXXLio3g7x0QCJEACJBDVBDjE\nLoyq1+12L8IThyeYSZhtsA9y3weTq92fb0G2HLJblXrNrIdqyCe2Jm8err668caj4tPSPBNe\nfXVFcrdubhwjSRh+NuGVV+zPDxw48ts77nCMmDFjSUJGRl3ZMUhJVz7oKtLKQs6wwMqXwRMM\nqcCj0ZbgkpDwerFIjBxWtnPnLuj/uekxpdu390VeH7fT+RP2m7IVYMMYJVWywkItizOrWcBm\njLNSsvAXyZRNO/6qAPpVLNDeCiGravcWrxFjg2olo1oWyf5itvx/aabI7BslacKb0j/eKap+\ntrSLVDgTxN2yVv+e3guSk5L2StzWAZVlnqTGw99sLqcMdFelOpMTPTuG+epNKlOlYtMwnQ1l\nGVIOWY8MGy89d0xMSlk7N67yu3NcJaOvrDGOQvqSl+NTts6NKz3q8pod46eVJlZKQjB76/a7\nEqUmrloaG1y3s8lfw6I6PnhfaA4Da3X5grHIWbY0ERdz/PZfTykvyZIi1PeaOtOWX3Rh3Fk3\n33rUoK8W7PPeJbWTtOr2ShVktW3eHGTlmjL9harfstjurfQX6usUtoaSRX4oWKCvV/ctOL9h\nYepPkyyxQP1VQPdWjWLIWLm3m7YctO/0eDwwQcYoz08xEohqAqobd1QTCKPCORyOo03vFCyh\no5sPuV8FkzP7IbsEskcqZfdAtodGtlZ3EeSzWpM3w8/M8LLB5523L6Vbt9ENZRMzMmTYRRfJ\niqeflqING47ugSF3tWkB/qrKBzkrLJbC3iPqTtLaX9ww8yCb05pM3b7uR/hVlv3ySy8c06su\nv+5vOd6YmZQ9YsQw7DdpObaRvk/B/+t0FjBRzaK2OAhVIF2DF83XPpeDiZoFZEPRLpZBrzYW\nez5kszVl24X4BrlbxJNSLmhOwdP2AeLot1WCOl/e+GFQNl8G/Lg2zZbTGIe30P82MyG+v2Pw\nT2IcdynNElfd52BWVKeIHbK+SATeo1/H/KMHJHn143HJP33mv1ekDxIZ8UdJH35PfI9fbFnd\n8nVlM+etSAOLMp38joFi77vFb4fCZnX5grHw/uJ/89Zvb7/UXUVinhZRi/5U0qe31CQnYajd\n7i5N2yH62ULkqdp8rTosKqXrXyC3FJuq34Kcuj+ErLpvQfnU1ylk94FFF+jXppCwgB1qFvhB\nbAEu0sYXUwvWQ+8KlO/wFnY3yoZs0HtkwwMgr74HQ9bKvV3Fwm7emDKRAAn4CPBqYEMIKYH6\n4We5uQF/AY2G4WcmYl2Po492bfvsM9n944+NeOavWiWb3n/ftyZSd8zBYiKBNhNQDH+T/ue0\n+TQ2e7zYjrgLi8TiBcb5q7HQ0wax/WaN2I66Fy+T8IgYjalhcIom5XM48SqwqkpcSVZeFDVR\nwq8kQAIkQAIRQYAOUkRUU+QaWRe1zVVeHrCtOUtLfYVzRPhDx6lPPVVhj4uTtzDP6seHH5af\nv/jCN7fqzZNO8gVumPTuu9H7UBm5zTMiLbf1GS9lh010yva5Il+cJ95tc8T78wfi/RILum59\nS2TYdJHB09qtbMYZsmUMFluAOU/tdpJwUdRKcIru69aLDT/b7+ufGy7W0g4SIAESIIEQEQj4\n0Bqic1FtDBLIGjrUV+qC9esD/uxauMY/xL/uTVKkIuo1Zox76vffSxZCei+45Rafo/TNbbeJ\nGX73m88/lxy+PYrUqg1Lu3dMf71CRt4msnuByFcXYe2jC/HkjtjiGP4mx/6NzviB1lqDt3OY\nW9hIy6kPPOj7vvq8tr+da6SYX0iABEiABMKOAOcghV2VRJdBZvhZr2OOkZ1ff51mhp/1HL1/\nGlK0DT/LgTM0DWWsRhjgkq1bpevBB4sjQT2HPboqnqUJKQGvwz/8zTvqTkwy2ow1iRJi4w1P\nSKkiYB3eznlzJyHUyvty0CPnJB+WeZWYSHZHzX5Zhr/7vnw/Y7osvqz93s6FuDhUTwIkQAIk\ncIAE6CAdIDgepieA4WfyTzhJZvjZMXfcITmjRolxjhbec4+l4WeIAicb3nlH8leu9J3czOnp\nP2GCPSk9XW9MB0ia4BPdD1fN4e0Aa3iKaCbgmwuE4W9M7Ujg5FcRkuABSV/7uOOy8z/zKS4Y\nPEi+vO2P8un99/jCfrfj2aiKBEiABEggDAnQQQrDSok2k0x0uovmz9/w5Q03DDPDz0yKS06W\nXscdJ2Mfekg1/Cxv6VL5cPJkMWsJxcMhMg+GWJxV0vr2HX32228LhrhFGzaWhwRIoBMImOAU\nguAUP/7hzrKvTtyc7sZb4OJ+9cHsOsEinpIESIAESKCjCdBB6mjiMXo+OENVBzr8rKayUuZe\nfLGU7dolZ772mhwERwkekmxE4IOPp02Lf/+88+SKtWvFvLlhIgESIIF2IYA+pnAw3861C0sq\nIQESIIEII8AgDRFWYZFubt3wMytzc1Y884yYcOFjbr1VDp4yRWyYE2DeIA09/3w58qabtpl1\nhpY8+miko6H9JEACJEACJEACJEACYUCADlIYVAJNaJ3A3uVmXVWRgy+5pJng4ddeu8dkNl1/\nqJkgM0iABEiABEiABEiABEhAQYAOkgISRTqXgG+xWbwxSg8wDyC9b98aM5/JzE1iIgESIAES\nIAESIAESIIG2EqCD1FaCPD7kBOJSU8WsSeLCXKSmyV1VZXNhdfu4CF9otmm5+J0ESIAESIAE\nSIAESKBzCDBIQ+dwD3hWt9v9A5Ym9ATc2SDTLOaOrwsbZLX4EbIFWlmcuBIe85YWlTXfUQ39\nic2zm+fU2lzRfE/zHCNra1C+5JycgZDqseuHH1b1HzeurOERyHMZ5ympa9dCHPdTw31NP0Nn\nPmSqm+YH+g45Y2tKoH0t5FUhP+BiuAHkC5HX3NsLIAibTbm0dW21XYSKhdGraheQK0D5VCwg\nV9iwXQTAVZ8F2UZtqH5HgA9o94Vo96b+gqbaayQ5qGCtwPrhcpDdI6p+1pkkFYXdxaXRXZEq\nFcuPFodGtjxDL1vm1+vW6HXFiXPHQFEv9OWxi8sKi4JsUdlhhUVZupRrueV3lyK0o9UaFpCz\ncv0blabNb9bohozpw7XXqrrdW7meaq8R7XVq5fo3CELGArpVfSeuf3U/C52mz9LeyyyzgO4t\nBooiGTtU5YOc6t7g9njQxcqvFOemCAlEPQHVjTvqKYRJAR0OxxjTOynSfMgdo5AzIksge6RG\nFjeJPZDtoZE1Muh0iyCfpZRfAVnV4kCQWwCd9eUbfvnl8hOi1y178snh/X/9a1+AhrpzLnrg\ngTzz+dDLLuuK4+qPqdvf8C/sXQqZIxrmtfI5D7I5rexvusvcgLo0zWzhu5lUNbKFfU2zFwQr\nV4MDrLSLULIwDmDXBna1+BF1shzlU7GAXKN20aJS7IDsfPxptT3UHY92vwzyo+q+t/YXsvmQ\nzW5NpuG+g1aJJ6VccFjwtH2AxPXbKirna80ocR+6TFQLgC0bI+6Ri3Sy0OuAXtUPA3BgPN3y\ndWUzpa9IA4synTwcL0ffLTo7QsWiCi+uUdfa+N7GeVe1+dqWYPotbf+yFLKqfgs2zIesqt1D\ndoFWFg1YfZ1Cp3HStH0hxCUkLKBX3R/CAVyAMqq4oc9S38tgg5V7pLmnqu/BkFXf27UsHAiA\nxEQCJOAnQAeJLSHsCQw4/XQZglDeJqz3e2efLcOvusoXyW7N7Nmy9dNPc0bMmGEcpLAvBw0k\nARIgARIgARIgARIIfwJ0kMK/jmghCEx84w1ZeO+9sviRR2TL3Lk+JplYo2TENdf8PO7pp3NN\n2G8mEiABEiABEiABEiABEmgrATpIbSXI4zuEgCM+Xo6/5x457u67pXjzZjHrKJmodhhmsAWu\nUW6HGMGTkAAJkAAJkAAJkAAJRD0BOkhRX8XRVUDzpiiLq9tHV6WyNCRAAiRAAiRAAiQQRgQ4\nIy+MKoOmkAAJkAAJkAAJkAAJkAAJdC4BOkidy59nJwESIAESIAESIAESIAESCCMCHGIXRpVB\nU0iABEiABEiABEiABEigAwnMwLkyDuB83+KY7w7guIg4hA5SRFQTjSQBEiABEiABEiABEoha\nAvuj8d6JMt6gLKcTcudg26GUDyR2HTJVawE2OXgmvtNBagKFX0mABEiABEiABEiABEiABNqB\ngInWW5vewt9NdV+C/K3B/r1BZILtngCBd7Adi20OtlnYNGm9RihSZfgGKVJrjnaTAAmQAAmQ\nAAmQAAlEG4E3UaCOfDOzG+c7Bdt8bMZZuhvbUmwxnegghVH1Y02fCmxBE9b9cRnZoIJ+gRoL\nslUWZI32SsgnKO1wWtDthk5t+aywUNsAxqZsWhvEyO9duTJp22efOUq2bbNlDBzo7XfSSe6c\nI4+EmmbJ/OKj1e2yImvB5pC1CyvsIKuuE3CwwsJKG6q2wM3SNeJKkIQap2kewZMnTtw18WZp\nr+DJaxOPVtZjtyBrRW+8T6+qbKZEYGFsVsm7HBZstlA+r13P2A29FtqFpf4COKqwafsAdX8B\nuFb6Q/X1BL1WrlNzH0s0da5Mnc7CCjfIqvsLyBoW2nukuTis9C9W+nBVu6jtfFKU9Uax6CJQ\njeJchW0JtiexnYAtphMdpDCqfnSOKdiCJnRicUY2qCAEIBtvQTZJK2vODd1OrTxkE7SyUO3A\npi2fFRZqG2BvsgV75Yv/+i/7iqefTvJ6PJLas6eU78YPMhhPfOSNN8rYhx4Se1yjS828R1eV\nD3LmQJUsbLbCImTtAvZWadlZbBdqFrDBShtKtGBvhVYWNsjXp0n5xDcl1XwOluwuccTX6BwI\nm1fsWlm7x4KsFb01er2m7HAU1TbHufWyVspn8+gZO8BNW9dox+o2X9sOkvBXdV1DzlJ/obUZ\netXXk5XrFLLVFmwwOELCAnao+0MPZBHSV1Uf0Gulv1DfIw0I6FbfgyFrpQ9XsUC9McU2gdUo\n/p+xXY5tBLaV2GI2Mcx3zFY9C95eBFbNmiXLn3oqKXfcOLlm1y65ZudO+V1engyaOFGWPPqo\nLHn88fY6FfVEGIF5E6RqwfgIM5rmkgAJkAAJxCqBh1Hww7HFtHNkKp8OkqHARAIHSMDr9cr8\nm2+WxKwsz1lvvCGpPXr4NCVnZ8vE116TFLxN+m7mTKkpLz/AM/CwSCfw4RSRFUdHeiloPwmQ\nAAmQAAnEDgE6SLFT1yxpCAhgvpFUFxXJgDPOqEnMzGx0hvjUVBly3nlSU1YmhevWNdrHLzFE\nAONWXsMqE5uHxVCZWVQSIAESIAESiGACdJAiuPJoeucT2LfeH+Uyo39/DGNvnpDvyyzauLH5\nTubEDAE3ZpHMxqoWe3rFTJFZUBIgARIgARKIWAJ0kCK26mh4OBAwb4lMcpaXB5zf6iwt9e13\nJJl5yEyxTKASTeX5m0RKGr9ojGUkLDsJkAAJkAAJhCUBOkhhWS00KlIIZA0d6jN139q1Jmpa\ns1S4Zo0vr+5NUjMBZsQUgaJsv5NURX85puqdhSUBEiABEogsAnSQIqu+aG2YETBBGXodc4z8\n/MUXcbt//LHeOrfTKYv+7/+Vje+9JwmYm1SIoXg1FdplT+rV8EMUEtiVK/Ly9SLugC51FBaY\nRSIBEiABEiCBCCNg1kFgIoGwJ2Acjg3vvCP5K/2RJ7uPHCmDzjpL4lJUS1eEtHynPvWUvAYn\n6S2E+T7mjjvEDLv7Fn8r8/N95/W4XPLRlCmSNWSITHj1Vek1ZkxI7aHy8CewYbjIW1eIXPR8\n+NtKC0mABEiABEgg1gjQQdpf4+ZJ2yyMZWbV/4JtFbZibEydTCBv6VL5cPJkMYEO4tPTsf6q\nTZwlJT6H49fPPJPe/9e/7lQLexx1lEz57rvSf197bcaCW26pt6XbYYfJ6S++KGb/xnfflU+u\nuELeR1S7y1etsid16VIvxw+xSWAx1inPKhQ5/d3YLD9LTQIkQAIkQALhSoBD7Pw1cxn+bMG2\nENsb2L7Bth0b4k4xdSaBmspKmXvxxVKGBVjPxLpCv0dI7euxnf3221K+Z4/MnTLlsGo4S52d\neo4e7Z6GIXbHP/CAz5Rj7rzTOEKCfJ9DN/T88+U4rIdUjkVkv7///u5GKH/1aln82GMy77//\nW5Y88YTkLVvW2cXg+TuYwBeTRL4f28En5elIgARIgARIgARaJUAHSeQ0EHoRm5kg8mds5i3S\njdh2Ynsc26XYmDqJwIpnnhETSnvMrbfKwRimZrPbGzkcVfn5iUsefbSTrGt+2rqw34defnmz\nnYdMm+bLy1uyJHneTTfJyxgmOB9/12OB2Xl/+IO8gjdNJt8MyWOKHQLvoKmsPTx2ysuSkgAJ\nkAAJkEC4E+AQO79TZEI0X4Pts9oKM8PrvsP2A7Y/YXsZW8gTHozNm6uA6+k0OXkBvi9okhfw\nq1ekCIUrC7izeWYVsqzE13JCPqG5moA55jVPUcA9TTJhcwFs9pVvx7x5ZnnNnkPOP9/UhbGv\nPg2dPDl+/s03H/vzl18WHHvXXavrd7TwoZaFP+52CzINsi2xgG4nbE7Ys3jxKOhIT+vTx9Ql\nsvenlJwccSQkHI83RQnbv/pKeh17bOHE119fn5GbW1O2c2fc3KlTD4Kz1y0uOXnTCfffb4Z5\nGgX1LPZravGTlXZRDHtDyqJFKxvvMMNYVUNZrbCwIgsOpl2qXkNCthqyiY2L0Oq3oNeIFz9T\nvXat2M9+VQaWZkhaq9pqdxZnSfmawwXmBE9l6XrZoi5SAb01wbWiwSeJc09v9fUvrnhxxdWI\n6p5TkSGVJek6O6ywKLfAojDb1y6Waligvfmuf42skUEnX41qV7Uj6FZfq1baPWTz0YBU9xGY\nbOU6rYZeVdlqeamvKSssoFvdH8JetSz0WrmXWWIBO9QsautEe29Xlc/j8cAEOREbEwnEPAHV\nzSqKKeEeJWYhGxOL+Ysm5VyE7+uxHYTNgc2NLaTJHheHWQmqNB9SqoE56O2WQPZIlVasYwm5\nHkpZI2YeLLOU8isgp/qdHDabm7avfBV5eYJXRtJl2LBmkQ0y+vY1DocbMt3q5FuzBXrNw84R\nrck02IcTS06D761+hO59EOiSgqh2BRha566uPjEusfEzggk0YTY4wklJXbvK+R9/3DUxM/NY\nozitd285f+5ceR6BHJY+8cTgX/35z4NNsIeGLFo1wL9zPv5o20UoWRTCjq4Ke43IcmwjNbJW\nWEBWzQIPXcsgbxzboKn2oTI7qOB+AfNgYtpnq6kqGRfeTinL3aJzkNaMEu+hKySzVaW1O5eN\n0ctCbzz0pmj0FmSLp1u+mD5UlSrSxJNSppPfMVDi+27R2REqFqVdfbb21xQO7cdKmzeK1f0L\ndKuvVcjOh73aPqC+n1WU0cp1ug/6uih01omEhAWUq1ngul4Adipu0GvlXmblHml+ENsDO7T3\nYCv3dhULO0ZoMJEACfgJxPrV4AEG8+B9GLamDpB5k9IL29YA+5DF1BEE4sxCrF6vuDAXqWmq\ndTjscWG0CGuX2nWRCmrXP2poc+G6db6vXvxKN3DiRIFz1HC3L/rdEARxqCkrkzrZRgL8QgIk\nQAIkQAIkQAIkEHICse4gtQb4VuzMwPZ2a0LcF1oCCofDFk6LsA4591wfkB/+8hf4dfg9sEH6\nvjaAg8lqyea6fBOxj4kESIAESIAESIAESKDjCdBBCsx8MrLvxLYB20xsVlMuDjDD87YoN3/o\nM6tniQF5jcNh3rqESxpw+uli7Nn8/vvy3tlnywaE9944Z468jyh2PyEYwyDkmVRTXh7QZGep\nf1qQI4zeigU0lJkkQAIkQAIkQAIkEKUEYmUOknkT1NQZNJPwG036r63jK/D379j2YjsHW/Ox\nXcgMknZh/z3Y4oPI1e02Y5+vrPvCv/sJ1DkcZh0h43AMv+oqXyS7NbNn+9YWGnrBBbsOvewy\nMxQybNJEOEIL771XFj/yiGzBvCKTMgcPljG33SajbrhB/t6rlwQagmfkCmuH5tW9STJ5TCRA\nAiRAAiRAAiRAAh1HIFYcJDPJdVATrA/i+5+a5Jm3RndjM29+zsD2E7YDSSYK1KsWDjSOFB2k\nFoC15nAcd//9P2Hh2LBykBzx8XL8PffIcXffLcWbN5tAEpLer1996bqPHFm+7bPPUndj3SSz\nTlJdykdwh01485QxcKBApi6bf0mABEiABEiABEiABDqQQKw4SF+C6ZomXP0z5v2ZNvx5DNsN\n2Ez0OjMOykR0YwoDAq05HI1n+YSBsQ1MgOMmWXhz1DSd+tRTv/zr1FOHvTVunBxzxx2SM2qU\nGOdoIZwqE7hhEt6WmWOZSIAESIAESIAESIAEOp5ArDhIM1pBa4bePY/tCmzvYbsEWwU2pjAj\n0JLDEWZmBjWnzwknVE79/nv5bMYMWXDLLT55rH0kvY47TsY+9JDkhNHbo/zVq2Xz3LnJFbt2\n+d5s9R071ufQBS0kBUiABEiABEiABEggQgnEioPUWvVcg51XYHsX24XYmob7RhYTCbQvgZwj\njpBpGGJXXVIiJVu3SteDD/YNxWvfs7RN27ybbjJrMonX7U5Lxbyp8t27fWtSHXnjjT5HDut2\nte0EPJoESIAESIAESIAEwpBArD/hmAUc6yLIZeJzSyG9p2GfdsXqMKxmmhSuBBIzMqT74YeH\nnXmrZs2SJY8+Kv0RlW/8Cy/kp/fq1b0yP18+nT7dl5/Wp4+MvvnmsLObBpEACZAACZAACZBA\nWwnEuoN0AgBm1UI8tRWY2mh0rajgLhKIDAJm/ab5cH6SunaVsxCRLyEz0zfVKzk7Wya+9po8\nP2SIfDdzpoy89lrf4raRUSpaSQIkQAIkQAIkQAI6Amb+TSynOSi8mQ0fbNsXy5BY9tgiULJt\nm1QXFcnAiRN9QSMalj4+NdW3zlNNWZkUrmsY56ShFD+TAAmQAAmQAAmQQOQSiPU3SGFVc263\nexV+qvcEMwoyJZBZEUzO7IfntxfyKlmIl0HWSvS+Ssgna+yo1au1Q10+nLvEQvnULKDTrOSK\nSTfqZNbLUrFAneRZsLkYetXcLOhtkUXekiVpOOcgvEHaA31ma8QC+d2xv1fesmXbco46ytjX\nNJkgJylNMwN9DyULnE/FDeXL08pCrhzyOwOVpYW8Csj/0sK+RtkrR0tCebr0b5TZwpeSDKla\ne7hujbbyFL1scYZUQK/5wShoqk4UZ15vSQgqWCvgdojL4RbVPacyRSpK03V2WGFRmSqVKF+i\nxuZ9XaQUdbdFIwsZU8+qNl+rr9E1FeQcZk0+VVuGnJW+U923oGxWrhFLLNDYzH1H29daYgG9\nKm6wwcp9ZDf0qhL0WmIBpVbuwfna8kGvqnwer9dc+yNUhaMQCUQ5AdXNKsoZhE3xHA7HcNM7\nKdI+yKkmrqADdVmQ3QPZHorz+0SguwjydUMUgx22QmsHFBVh05bPCgu3BRvyIJsTrFAN9pu3\njF0afG/t43ILdnQ4i5Qcf7FtdnsP2Nlj74oVBdu//LJbKd4smTWafMEaUDoMueuP/YFSITK7\nBtrRNA9tKCQscB5TH6o2BDmPtj5gbz5ks5uWo6XvkC+AvJnrGDTNO1OW9dgpyaP/E1RU1oyS\n6kNW6BzyZWP0stDr1eotyJbEbvnNFuBu0fiKNPGklOnkdwwUb98tuvKFikVJV1/f2bvFAjXY\ngXouRD2r2nztYcbh0PYvJnCQti1baffqvgXnV1+nYGH6ZG1faHBY6WvVLGrtUHHDr5JFGE6j\nkoVe47lrZa3cIwW61fdgyFq5t6vuk3YuL2HaIxMJ+AjQQWJDIAESaEQga+hQ3/eCNWvEF8nu\n8ce7mnlJqT17+p0jfDbJBGpgal8Cb10hkoHH1mGr21cvtZEACZAACZAACegJxPocJD0pSpJA\njBBI7dFDeh1zjGz79FNfxLq+J5/svAbrIF2zc6dMnj+/nsKOefPqP/ND+xDw4Cerl6/HGL5+\n7aOPWkiABEiABEiABKwToINknRmPIIGoJ3DKk0/6y4ghF72PP95ZsGqVLHn8cXn/3HMlsUsX\nSerWTb67+26pKTdTKZjak0A1ZrI9fxPGKVkZsNWeBlAXCZAACZAACcQ4ATpIMd4AWHwSCETA\nhPQ2KQnO0Pf33pv+1rhx8s1tt0l3LHB7wb//LcMmTxZGsgtErn3ySrPgJGGZqYr/396dwMlV\nlXkff3pLp0P2hMQgEJYEwxoIToTggKMoImQEfN+wMzhMZBBHVFRePr7OBHyFUV9FlJlBZ2QG\nHWRRQDMwo/gqEGYcQMwKIYGYRTAhSae7k3R6T/f7P5Uq6FRXdz0nqarU8jsfDpW69dSpc77n\n3Hvr9L11b8zP/nPz0ZSCAAIIIIBAxQswQar4IQAAAgMFmlevTiyc+fGP28dbWrZeuWyZXa9L\nf/9PTY4mz5plo6dOTbzesmbNwDezJCcCukKc3ftJ/RKbX4rmxJNCEEAAAQQQ8AowQfJKEYdA\nBQmE+x2FFE6hq9eNYg8+6SSrGfbWFZ27du5MvF4zfHjikf/lR2DdO8wemG/h6lYkBBBAAAEE\nECiQABOkAkHzMQiUkkD/K9llqneTrnAXUupIUqYYluVGYPlss8cuyU1ZlIIAAggggAAC2QWY\nIGU3IgKBihN480p2TzxhG599dq+TvBp1wYbfLVyYuCfSwTNnVpzNgWjwM+eYPfP+A/HJfCYC\nCCCAAAKVJ8AEqfL6nBYj4BJ47113WXVtrT36gQ+MfeHrX7ff//KXiSvZPXTWWeG0O/vTRx+1\nKm4s6LLMRVA4irT8nbkoiTIQQAABBBBAYCiBvf4yPFQgryGAQGUJTD71VLvsuefsZx/96O5F\nn/1s4o8ptQ0NNmXOHDvzq1+1SRw9KuiA6FMPPPAxs1HbC/qxfBgCCCCAAAIVJ8AEqYi6vK+3\n9zVnddoV543dERHbotguZx1CWLgJzp5f62d/U/ha561zTPtiYmMtOrM3a0+EfkTfWqXsiVfs\nDsW6LHrN2vW92BWrz865xSRd1vvKpUtbulpaxrX87ne1E084obumvj5bM8OY8N4gyd0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ftIMm7zlTsWHiRDtPE68ROpr03/pCP9jlujNW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\nO52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"text/plain": [ "Plot with title “SVM classification plot”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "svmfit=svm(y~., data=dat[train,], kernel=\"radial\",gamma=1,cost=1e5)\n", "plot(svmfit,dat[train,])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Parameter tuning of ‘svm’:\n", "\n", "- sampling method: 10-fold cross validation \n", "\n", "- best parameters:\n", " cost gamma\n", " 1 2\n", "\n", "- best performance: 0.12 \n", "\n", "- Detailed performance results:\n", " cost gamma error dispersion\n", "1 1e-01 0.5 0.27 0.11595018\n", "2 1e+00 0.5 0.13 0.08232726\n", "3 1e+01 0.5 0.15 0.07071068\n", "4 1e+02 0.5 0.17 0.08232726\n", "5 1e+03 0.5 0.21 0.09944289\n", "6 1e-01 1.0 0.25 0.13540064\n", "7 1e+00 1.0 0.13 0.08232726\n", "8 1e+01 1.0 0.16 0.06992059\n", "9 1e+02 1.0 0.20 0.09428090\n", "10 1e+03 1.0 0.20 0.08164966\n", "11 1e-01 2.0 0.25 0.12692955\n", "12 1e+00 2.0 0.12 0.09189366\n", "13 1e+01 2.0 0.17 0.09486833\n", "14 1e+02 2.0 0.19 0.09944289\n", "15 1e+03 2.0 0.20 0.09428090\n", "16 1e-01 3.0 0.27 0.11595018\n", "17 1e+00 3.0 0.13 0.09486833\n", "18 1e+01 3.0 0.18 0.10327956\n", "19 1e+02 3.0 0.21 0.08755950\n", "20 1e+03 3.0 0.22 0.10327956\n", "21 1e-01 4.0 0.27 0.11595018\n", "22 1e+00 4.0 0.15 0.10801234\n", "23 1e+01 4.0 0.18 0.11352924\n", "24 1e+02 4.0 0.21 0.08755950\n", "25 1e+03 4.0 0.24 0.10749677\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ " pred\n", "true 1 2\n", " 1 74 3\n", " 2 7 16" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set.seed(1)\n", "tune.out=tune(svm, y~., data=dat[train,], kernel=\"radial\", ranges=list(cost=c(0.1,1,10,100,1000),gamma=c(0.5,1,2,3,4)))\n", "summary(tune.out)\n", "table(true=dat[-train,\"y\"], pred=predict(tune.out$best.model,newdata=dat[-train,]))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: gplots\n", "\n", "Attaching package: ‘gplots’\n", "\n", "The following object is masked from ‘package:stats’:\n", "\n", " lowess\n", "\n" ] }, { "data": { "image/png": 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O1jWbledWm22u/thw/cvPHEnRvLpzeW\nR4v1ylizoBo93tZtTTzNwrTZ/5qwvpDUPwTqVaJ6+0TZPzQpl1Hbb7Qw4e08x3PCU7AaAQIE\nFiJw18ZRzsny6N0Ro4f/JQv3Hd75vuHtB3Jbb62uf9sdmDx/mHpbXr2i9M5h6lX+Rbdxc0ad\nyzx+v89rLlq0neNtgUD9T6QR6LLAuWNO/lF57qTkh8ass7YgGbPqbk/V+7ybbU9FWnOdjZbX\n7rPW39N+79jY2Vcby6PFZsEyeqzN21tnZzXhjdq/jhZyWxPz/0x+aricm3XbtPbzHM91T9CD\nBAgQ2CKB728ct/4gVp8l2lOrt95Vqz9MPSX5P8neyajVOzIeP0wVS89K/jRZZBs3Z9R5zOP3\n+7zmokW6OdYWCSiQtgjeYVsT2NOrNE/MEZqTxKdy/2+S9yc/mPy3pNq0/0ivbeqvUlfXQqPN\nsp/G5tcv7lj7QO7vab+X5blDh+uPbpubr/dY8/nNLj9wzQ5GBVK9r/19yeivnVdmudzrsfcn\nf5uMzm1PfcsqN2rzHM8bHcwDBAgQ2GKBnY3jfy3Ln2zcX7v4pcYDr83y+5OnJsclRyTNVsXS\nKckXk/q9vKi2pzmjjj+P3+/zmosW5eU4WyygQNriAXD4TQusV1TUTp+djP6C9oosP70eHLbm\n+6uvHT04xe2uKdadZtVp9ntOdjwqNOptbGvbg9c+0OL9euWoPsc1ahdk4dPDO4/M7ag4+laW\n75HUW+1Grfke+HH2e402GN7OczzXHMpdAgQIbLnA2Y0zqLfN/Xgy6R+V6p0Vz0l+K7lN8qPJ\nf0gem9S8WL/D6/6eCqS1v3+z6qbauDmjdtzG7/e159zWXLSpjtu4uwJrf6C62xNnvqoCNXGs\nbfUXsub7t9+5ZoVjG/e7+keCv2r04TFZrrcnjNp9s/Abozst335f9vf65F6N/f5alkev5P1w\n4/Ezs3xe434Vctsb95v2a8exud4qjGeDxSIBAgQGH2kYVJHzoMb9KnI+mvxdUu+UGF3w5vez\nXNt9I/nLpNqXkzckj0tOT0Zt39FCbsf9/m2sNtPiRnPGZn6/N8+7OWfUic46F83USRv1T6D5\nD5T+9U6PVkFgvVddLknH69WL0aW9fzfLo8/3nJjl+kvcqB04WujYbb0q9l+Tmyb117m3JXX5\n8npV5uikOfnl7kztodnqguGW9ceUOlZdaajZ3ps7b248MFq/Hqrz+JWkzu0hyW8nzda0rw/o\nNlu9BfITSf0DoCb6vo9nuqgRIEDgOwJ/naV6a/joHQ+vyXL9Dq2C54nJA5Jq9Xv2tdcv3XCh\ngwcOl+sPZy9K6vdvfZa1CqwHJ6P2gdFCbsf9/n1LY72NFmeZMzYzXzfP+8E5uRckt09OSGad\ni7KpRoAAgeUReFJOpYqdUeqvSntq9X7s0XpP3MNKL26sM1p3dFuvaoyWa+Jo/kO9/io3eq7+\nGjdqj8rC6PEqQta2B+WB0fN1e0BjhYevea7++jdq/5iF0Xa/M3qwcfu+xvP/vfF4LT4ouSwZ\nbT+6rVdznrXm8cNzf5L2oaw02s9Gt2/Purdbs9M75H4Vo+ttW241aY2eq8ms2aogGj03uq1x\nrDbreN6wtf8SIEBgOQSa88/LNzilo/J8c/3R78Xm7Usa+9g/y+9Oms+vt3xa1qk/rDXbuN+/\nzfXWLm92zqj9zfr7/bhsu17/Dsrjm5mL6py0FRfYa8X7r/v9Faj3XtfEcU2ji/UqxP9MfiA5\nd/j4frmtX7JdbPUXwAclr07+Lbkw+Yvk3yfvTJqt+r7ZVoVpFXRvSR6SPCY5P2m2mszrvd+f\naz6Y5c8kxyT1F9BR+6nRwvD26bmtPoxajd3od9QqjOeo324JECBQAlW03Cc5Lak/hjVbzWG/\nmPxq48H6g99jk/p92XwFZbTK17PwzOSnkyosmm3c79/metMsTzJn1P5m/f1ebzWv+a/ZvpE7\nt0g2Mxc192d5RQXW/gVhRRl0u8cC9ZekuyY7kvpHe7Ngyt3OtkNz5lX0XLmHHlQx8sHGc/V2\nw5o8F9WqsDk8uW1yVlKT1iSt3vZbBWz9JbSKqrXn3NfxTFc1AgQIjBW4U569XVJ/mKoCoF6V\n31Or38GHJbcfrnBObr+arC2Mhk9ff7PR79/muvNYnvX3+y1zMkckVTSu/aPdrHPRPPpnnwQI\nECAwZ4E/yP5rorsoOSP50aTZnpc79XzlC4lGgAABAgQIECAwgUD9tUAjQKB7Ah8ZnnK9laDy\nxqTeVnd5Um/J+JFk1E4ZLbglQIAAAQIECBAgQIBAXwVen46NXiXa0229urS9rwD6RYAAAQIE\nCBAgQIAAgZFAvbf6J5P3JOck9Tmrek/6l5IPJv8l8SpxEDQCBAgQIECAAAECBFZPoC66oiBa\nvXHXYwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBCYVmDbtBtYf24C982e953b3u2YAIG+CuxMx/6pr53Try0RMB9tCbuDEui8QG/m\nIwXScvws1mT08eU4FWdBgEAHBep3iCKpgwO3hKdsPlrCQXFKBDok0Iv5aJ8Ogff5VEevHN0s\nnazqWyNAgMAkAtuz0hVJ3WoE2hAwH7WhaB8EVk+gV/ORAmm5foCrOFIgLdeYOBsCBAisooD5\naBVHXZ8JELheYC8OBAgQIECAAAECBAgQIHCDgALJTwIBAgQIECBAgAABAgSGAgokPwoECBAg\nQIAAAQIECBAYCiiQ/CgQIECAAAECBAgQIEBgKKBA8qNAgAABAgQIECBAgACBoYACyY8CAQIE\nCBAgQIAAAQIEhgIKJD8KBAgQIECAAAECBAgQGAqs4vcgHZK+H5zsl1yZXJpclWgECBAgQGCR\nAuajRWo7FgECBCYUWJVXkO4Vj1OSryUXJ19MzkrOT6pI+kLyquTQRCNAgAABAvMSMB/NS9Z+\nCRAgQGBigedmzV3DnJvbjybvTP48eVfy98mFSa3zjeQJyaLbA3LAOv72RR/Y8QgQ6LRA/c6o\n3x31O0RbfgHz0fKPkTMkQGA2AfPRbG5bstXxOWr946EKoXuPOYNtee7Y5ONJrf/AZJFNgbRI\nbcci0B8BE1J3xtJ81J2xcqYECEwvYD6a3mzLtnhDjlxvn6vPG03S6v3glyevnGTlFtdRILWI\naVcEVkjAhNSdwTYfdWesnCkBAtML9Go+6vtnkI7M+H4s2THhOF+S9c5Mbjvh+lYjQIAAAQKT\nCJiPJlGyDgECBJZAoO8FUn226D7JvhNa1ytINYnVBRw0AgQIECDQloD5qC1J+yFAgMCcBfpe\nIL02fkckpyZHj7GszyAdk7w7OSA5LdEIECBAgEBbAuajtiTthwABAnMW6Pv3IL0xfrdKTkoe\nnVyQ1KW9L0rqs0YHJbdIDk8OS65Jnpl8JNEIECBAgEBbAuajtiTthwABAgRaEbhz9vKmpAqk\nukpdM/Ulsf+avDC5fbIVzUUatkLdMQl0X6BXH4rt/nBM1APz0URMViJAoGMCvZqP+v4K0uhn\n6+wsPH54p141OjjZP6kvjr0s0QgQIECAwCIEzEeLUHYMAgQIbEJgVQqkJlG9ta6iESBAgACB\nrRQwH22lvmMTIEBgDwKrWCDtgaLVh+viFw9JJr163t0mPfq3Bvs8ZNtg7/0mXd96yy1w7WCw\n7bWDa38oH37z/+JyD9Xczy4/AIfsO9h18LcG286pg107uO6bvzq4rt76qxHYjMDc5qPNnJRt\neyVQbxutC2Jp/RGof5PcLjmnuvTbg70OP2lw3cm1vCrNP8p2H+mn5e5Tk/oh2MyXxd4x2785\nqfdjTtL2Hq40ul13mx2D7ffYa7DtvfkI1beyQn2OSuu4QC6fuNfPDPbaP7fGs+NjudnTr//5\n61+yVw93tGOw164rBjvf89zB4JOb3bftOymw1PNRJ0Wd9LwE/ld2/O+T0a+veR3HfhcnUNNR\n/ZF/R30u5XcH+x5wz8G1n/mpwTUfXNwpbO2RFEi7+986d+t7kOp2M63eY17fqTRpOzEr/klS\nP5Dj2vUF1FWDnbe9+WBQX2qrdV+gLtDx0aQ+E7ez+93RAwIEWhJY9vmopW7aTQ8E6t8m/z35\n7R70RRfWCJx3w79nLz5usNela57q9V0F0u7De3LuvjX56u4Pu0eAAAECBBYqYD5aKLeDESBA\n4LsCCqTvWtRSFUaKo91N3CNAgACBxQuYjxZv7ogECBC4XmCjt3RhIkCAAAECBAgQIECAwMoI\nKJBWZqh1lAABAgQIECBAgACBjQQUSBsJeZ4AAQIECBAgQIAAgZUR6PtnkOrqcHWFwmlbXVXs\nY9NuZH0CBAgQILAHAfPRHmA8TIAAgWUT6HuB9F8CftQM6M/LNgqkGeBsQoAAAQLrCpiP1mXx\nIAECBJZPoO8F0k+EvC7bXd8187bkT5NJ2ucnWck6BAgQIEBgQgHz0YRQViNAgMBWC/S9QPpK\ngH80+UBSk9Pzk39ONAIECBAgsEgB89EitR2LAAECmxBYhYs07IjPk4dGf7wJK5sSIECAAIHN\nCJiPNqNnWwIECCxIYBUKpKL8TPLspC7YcM9EI0CAAAECWyFgPtoKdcckQIDAFAKrUiAVyYuS\nI5NP1R2NAAECBAhskYD5aIvgHZYAAQKTCKxSgTSJh3UIECBAgAABAgQIEFhhAQXSCg++rhMg\nQIAAAQIECBAgsLuAAml3D/cIECBAgAABAgQIEFhhAQXSCg++rhMgQIAAAQIECBAgsLuAAml3\nD/cIECBAgAABAgQIEFhhAQXSCg++rhMgQIAAAQIECBAgsLvAPrvfdY/AWIED8qyfmbFEUz95\n06m3sAEBAgQIECBAgMDcBPxjd260vdvx3dOjTyfbetezre/QNTmF67b+NJwBAQIECBAgQICA\nAsnPwKQCB2XFKo7un+ycdCPrTSRwWdaqIkkjQIAAAQIECBDYYgEF0hYPQAcP/4mc844OnrdT\nJkCAAAECBAgQILChgAJpQyIrECBAgAABAgQWLvAfcsQufE71sIXLOODCBbYNdq3URywUSAv/\nEXNAAgQIECBAgMBYgcPz7KnJhUkX3oL9L2N748nOCuw9GOxbJ58C6ZDOdmKGE1cgzYBmEwIE\nCBAgQIDAHAVGf61/QI5x7hyPY9cExgpcOxhcXStcN9jr4rEr9uxJ34PUswHVHQIECBAgQIAA\nAQIEZhdQIM1uZ0sCBAgQIECAAAECBHomoEDq2YDqDgECBAgQIECAAAECswsokGa3syUBAgQI\nECBAgAABAj0TUCD1bEB1hwABAgQIECBAgACB2QUUSLPb2ZIAAQIECBAgQIAAgZ4JKJB6NqC6\nQ4AAAQIECBAgQIDA7AIKpNntbEmAAAECBAgQIECAQM8EFEg9G1DdIUCAAAECBAgQIEBgdgEF\n0ux2tiRAgAABAgQIECBAoGcCCqSeDajuECBAgAABAgQIECAwu4ACaXY7WxIgQIAAAQIECBAg\n0DMBBVLPBlR3CBAgQIAAAQIECBCYXUCBNLudLQkQIECAAAECBAgQ6JmAAqlnA6o7BAgQIECA\nAAECBAjMLrDP7JvacgUEfj19PGHYzwOGt7tWoN+6SIAAAQIECBAgsKICCqQVHfgJu32/rHdZ\n8ubh+hfldudw2Q0BAgQIECBAgACB3gkokHo3pK136FPZ4x+3vlc7JECAAAECBAgQILCEAj6D\ntISD4pQIECBAgAABAgQIENgaAQXS1rg7KgECBAgQIECAAAECSyigQFrCQXFKBAgQIECAAAEC\nBAhsjYACaWvcHZUAAQIECBAgQIAAgSUUcJGGJRwUp0SAAAECBAisK/DwPHq3dZ/p14O37Fd3\ntr43lw4Ghxww2PdnB4O9vDgwxXBsG+wafc3LFFt1f1UFUvfHUA8IECBAgMCqCLwoHT0k+cYK\ndPij6WN9vYbWgsBNBtsfum0wePGuwa7PtLC7ldnFDV9+uevvdw52XrgynU5HFUirNNr6SoAA\nAQIEui2Qf+MO/lvyim53w9lvgUB+drZdvH2w46gtOLZDdkzAy4wdGzCnS4AAAQIECBAgQIDA\n/AQUSPOztWcCBAgQIECAAAECBDomoEDq2IA5XQIECBAgQIAAAQIE5iegQJqfrT0TIECAAAEC\nBAgQINAxAQVSxwbM6RIgQIAAAQIECBAgMD8BBdL8bO2ZAAECBAgQIECAAIGOCSiQOjZgTpcA\nAQIECBAgQIAAgfkJKJDmZ2vPBAgQIECAAAECBAh0TECB1LEBc7oECBAgQIAAAQIECMxPQIE0\nP1t7JkCAAAECBAgQIECgYwIKpI4NmNMlQIAAAQIECBAgQGB+Agqk+dnaMwECBAgQIECAAAEC\nHRNQIHVswJwuAQIECBAgQIAAAQLzE1Agzc/WngkQIECAAAECBAgQ6JiAAqljA+Z0CRAgQIAA\nAQIECBCYn4ACaX629kyAAAECBAgQIECAQMcEFEgdGzCnS4AAAQIECBAgQIDA/AQUSPOztWcC\nBAgQIECAAAECBDomoEDq2IA5XQIECBAgQIAAAQIE5iegQJqfrT0TIECAAAECBAgQINAxAQVS\nxwbM6RIgQIAAAQIECBAgMD8BBdL8bO2ZAAECBAgQIECAAIGOCezTsfN1ugQIECBAgED/BO6f\nLj1igm7daoJ1rDKjwLcH+z1m22DXfWfcfKk3yysCd1/qE3RySyWgQFqq4XAyBAgQIEBgJQWe\nkl4/MvnsBr0/M8+fscE6np5RYK/Brt8aDLYdum0wOHfGXSz1ZrsGg7cs9Qk6uaURUCAtzVA4\nEQIECBAgsLIC+Tf54D3JCSsrsCQdzytIp+w72PmHS3I6ToPAlgj4DNKWsDsoAQIECBAgQIAA\nAQLLKKBAWsZRcU4ECBAgQIAAAQIECGyJgAJpS9gdlAABAgQIECBAgACBZRRQIC3jqDgnAgQI\nECBAgAABAgS2RECBtCXsDkqAAAECBAgQIECAwDIKKJCWcVScEwECBAgQIECAAAECWyKgQNoS\ndgclQIAAAQIECBAgQGAZBXwP0jKOytae02Ny+AOHp3B4bi/a2tNxdAIECBAgQIAAAQKLE1Ag\nLc66C0f63pzk25KvJdcMT/hNw1s3BAgQIECAAAECBHovoEDq/RBP1cH6JvNqxyT/cv2S/xAg\nQIAAAQIECBBYIQGfQVqhwdZVAgQIECBAgAABAgTGCyiQxvt4lgABAgQIECBAgACBFRJQIK3Q\nYOsqAQIECBAgQIAAAQLjBRRI4308S4AAAQIECBAgQIDACgkokFZosHWVAAECBAgQIECAAIHx\nAgqk8T6eJUCAAAECBAgQIEBghQQUSCs02LpKgAABAgQIECBAgMB4AQXSeB/PEiBAgAABAgQI\nECCwQgIKpBUabF0lQIAAAQIECBAgQGC8gAJpvI9nCRAgQIAAAQIECBBYIQEF0goNtq4SIECA\nAAECBAgQIDBeQIE03sezBAgQIECAAAECBAiskMA+K9RXXSVAgAABAgQITCWwc7DvUYPBXk+Z\naqOOrrxtMLjTYLCro2fvtAm0J6BAas/SnggQIECAAIGeCWwbbHtEioafTrfe17OurdedDw4G\n131gvSc8RmCVBBRIqzTa+kqAAAECBAhMLZDXVD6/fbDz+Kk3tAEBAp0U8BmkwWB7Ru6Hkpt2\ncgSdNAECBAj0RcB81JeR1A8CBDotsCoF0k9llF6ePCv5vuGIHZjbv0i+kXwiuTx5XXJwohEg\nQIAAgXkImI/moWqfBAgQaFGg72+xqwLwL5PHNMx+M8v1itHvJP8p+dvk35J7Jf85yQcUB8cm\nPqUYBI0AAQIEWhEwH7XCaCcECBCYv0DfC6QTQ1jF0XuTlyW3T349OT25S1LvJ35LMmq/nYXf\nT+rDmG8aPdjR24Ny3jef8txvPeX6VidAgACByQRWeT6aTMhaBAgQILAQgb/OUS5K9m8crQqm\nenXorxqPjRbrL3znJa8YPbCg25o465zGfg5qx2D7kVcP9tt16WBwyATn9cnhPmu/0+S6rH+7\nCfZvFQIEtl6gPrNS/38/YOtPxRlsINCr+WiDvs7y9P/JRq+bZcN5b3P1YPuzdw62f2Tex7F/\nAh0X6NV81PdXkA7PD1u9he7bjR+6evWoioDPNh4bLdbjX0zuMHqgw7dVbP1WUp+zmqaV1YXT\nbGBdAgQIENhQYJXnow1xrECAAIFlEuh7gVSvBj0kqVeQRkXST2S5Xim6e7K2lce9k9esfaKj\n97+e866CTyNAgACBrRVY9floa/UdnQABAlMIVKHQ5/a2dK7ejlZvbfjJpF5R+Z9JXbWuCqUn\nJKNWFv87qavbvT/RCBAgQIBAWwLmo7Yk7YcAAQIENiVQRc9pya5GvpbluhjBnwwf+/vcnppc\nMLz/N7lddJvHZ5DqynxPXnRHHI8AgYUK9Oo93wuVW/zBejUfzYHPZ5DmgGqXBBYo0Kv5qO9v\nsavPFB2X1KtHD0zOTt6efDX5jaQG85HJv0u+lfxx8qxEI0CAAAECbQqYj9rUtC8CBAjMUaDv\nBdKIrr4LqdJsl+bOzyX1V7368Ox5ybWJRoAAAQIE5iVgPpqXrP0SIECgJYFVKZDGcdVf9VzI\nYJyQ5wgQIEBgEQLmo0UoOwYBAgQ2EFAg7Q70tNx9anJy8srdn5rq3i2y9h8m9Ra+Sdr3T7KS\ndQgQIEBgZQTMRysz1DpKgMCyCdTby7TvCtTFG45M6lYjQIAAAQJbJWA+2ip5xyVAYOUFvIK0\n+49AvXL01qQu4rCZdnE2/oUpdlBXsauLSGgECBAgQKAEzEd+DggQILBFAgqk3eGrMNpscbT7\nHt0jQIAAAQLTC5iPpjezBQECBFoRWMUCqb449uBkv+TKpK5md1WiESBAgACBRQqYjxap7VgE\nCBCYUGBVPoN0r3icktSXxNbb3+qqdWcl5ydVJH0heVVyaKIRIECAAIF5CZiP5iVrvwQIEGhJ\nYBVeQXpurJ4/9KrvOvpYUkVSFUb1SlJdce4OSX1m6HHJM5I3JhoBAgQIEGhTwHzUpqZ9ESBA\nYE4CfS+Qjo9bFUfvTp6TnJGs17blwWOSFyVvSM5JPppoBAgQIECgDQHzURuK9kGAAIEFCPT9\nLXbHxfDspG73VBwV867kg8nDkyuSExKNAAECBAi0JWA+akvSfggQIDBngb4XSEfGr95St2NC\nx0uy3pnJbSdc32oECBAgQGASAfPRJErWIUCAwBII9L1AujDG90n2ndC6rihUk1hdwEEjQIAA\nAQJtCZiP2pK0HwIECMxZoO8F0mvjd0RyanL0GMvRZ5Dqs0oHJKeNWddTBAgQIEBgWgHz0bRi\n1idAgMAWCfT9Ig11NbpbJSclj04uSM5PLkouTw5K6ip2hyeHJdckz0w+kmgECBAgQKAtAfNR\nW5L2Q4AAgTkL9L1AqosvvCR5W/KC5Nhk7StJ38xjX07qCnYvTb6UaAQIECBAoE0B81GbmvZF\ngACBOQr0vUAa0dWV7B4/vFOvGtX3H+2f1BfHXpZoBAgQIEBgEQLmo0UoOwYBAgQ2IbAqBVKT\nqN5aV9EIECBAgMBWCpiPtlLfsQkQILAHgb5fpGEP3fYwAQIECBAgQIAAAQIEbiygQLqxiUcI\nECBAgAABAgQIEFhRAQXSig68bhMgQIAAAQIECBAgcGMBBdKNTTxCgAABAgQIECBAgMCKCiiQ\nVnTgdZsAAQIECBAgQIAAgRsLKJBubOIRAgQIECBAgAABAgRWVECBtKIDr9sECBAgQIAAAQIE\nCNxYQIF0YxOPECBAgAABAgQIECCwogIKpBUdeN0mQIAAAQIECBAgQODGAgqkG5t4hAABAgQI\nECBAgACBFRVQIK3owOs2AQIECBAgQIAAAQI3FlAg3djEIwQIECBAgAABAgQIrKiAAmlFB163\nCRAgQIAAAQIECBC4sYAC6cYmHiFAgAABAgQIECBAYEUFFEgrOvC6TYAAAQIECBAgQIDAjQUU\nSDc28QgBAgQIECBAgAABAisqoEBa0YHXbQIECBAgQIAAAQIEbiygQLqxiUcIECBAgAABAgQI\nEFhRAQXSig68bhMgQIAAAQIECBAgcGOBfW78kEcIECBAgAABAnMX+B85wg8Nj3KP3J4+jyNe\nPdj+7MFg24Nn3feuweBOg8Gur826ve0IEOiegAKpe2PmjAkQIECAQB8Ejk8nPjXMP+b23fPo\nVAqcx24bDK66brDr72bcf53bP8y4rc0IEOiggAKpg4PmlAkQIECAQA8EUrsMTk1eM/++7Pp/\n+w12/tH8j+MIBAj0QcBnkPowivpAgAABAgQIECBAgEArAgqkVhjthAABAgQIECBAgACBPggo\nkPowivpAgAABAgQIECBAgEArAgqkVhjthAABAgQIECBAgACBPggokPowivpAgAABAgQIECBA\ngEArAgqkVhjthAABAgQIECBAgACBPggokPowivpAgAABAgQIECBAgEArAgqkVhjthAABAgQI\nECBAgACBPggokPowivpAgAABAgQIECBAgEArAgqkVhjthAABAgQIECBAgACBPggokPowivpA\ngAABAgQIECBAgEArAgqkVhjthAABAgQIECBAgACBPggokPowivpAgAABAgQIECBAgEArAgqk\nVhjthAABAgQIECBAgACBPggokPowivpAgAABAgQIECBAgEArAgqkVhjthAABAgQIECBAgACB\nPggokPowivpAgAABAgQIECBAgEArAgqkVhjthAABAgQIECBAgACBPggokPowivpAgAABAgQI\nECBAgEArAgqkVhjthAABAgQIECBAgACBPggokPowivpAgAABAgQIECBAgEArAgqkVhjthAAB\nAgQIECBAgACBPgjs04dO6AMBAgQIECCwHAI7B/v98mCw6z/X2VwxGNz0/MGu2693ZjsGg5vc\ndrDtdw8dDJ6+3vNtPbZtMDgi+zq1rf3ZDwEC/RdQIPV/jPWQAAECBAgsUGDXA3KwndsG2049\nfXDd0f84uO72PzjY9rdrTyCFy67DBtvOyHpXrn2u5fu7rhnsUCC1jGp3BPosoEDq8+jqGwEC\nBAgQ2BKBbZ/cd7DjRTn0iclRyWO25DQclAABAjMI+AzSDGg2IUCAAAECBAgQIECgnwIKpH6O\nq14RIECAAAECBAgQIDCDgAJpBjSbECBAgAABAgQIECDQTwEFUj/HVa8IECBAgAABAgQIEJhB\nQIE0A5pNCBAgQIAAAQIECBDop4ACqZ/jqlcECBAgQIAAAQIECMwgoECaAc0mBAgQIECAAAEC\nBAj0U0CB1M9x1SsCBAgQIECAAAECBGYQUCDNgGYTAgQIECBAgAABAgT6KaBA6ue46hUBAgQI\nECBAgAABAjMIKJBmQLMJAQIECBAgQIAAAQL9FFAg9XNc9YoAAQIECBAgQIAAgRkEFEgzoNmE\nAAECBAgQIECAAIF+CiiQ+jmuekWAAAECBAgQIECAwAwCCqQZ0GxCgAABAgQIECBAgEA/BRRI\n/RxXvSJAgAABAgQIECBAYAYBBdIMaDYhQIAAAQIECBAgQKCfAgqkfo6rXhEgQIAAAQIECBAg\nMIOAAmkGNJsQIECAAAECBAgQINBPAQVSP8dVrwgQIECAAAECBAgQmEFAgTQDmk0IECBAgAAB\nAgQIEOingAKpn+OqVwQIECBAgAABAgQIzCCwzwzb2IQAAQIECBAgsK7APw923e3Tg+vumCd/\nPLlZ8o1EI0CAQGcEFEidGSonSoAAAQIEll/g8sHg5jcZDK7ImT5/eLb/tvxn7QwJECDwXQEF\n0nctLBEgQIAAAQItCBw42HZpdvOaFnZlFwQIEFi4gM8gLZzcAQkQIECAAAECBAgQWFYBBdKy\njozzIkCAAAECBAgQIEBg4QIKpIWTOyABAgQIECBAgAABAssqoEBa1pFxXgQIECBAgAABAgQI\nLFxAgbRwcgckQIAAAQIECBAgQGBZBRRIyzoyzosAAQIECBAgQIAAgYULKJAWTu6ABAgQIECA\nAAECBAgsq4ACaVlHxnkRIECAAAECBAgQILBwgc0USPmi7ME9k6OHZ33ThZ+9AxIgQIAAgcHA\nfOSngAABAgRaE5ilQLpDjv7m5KrkzOSFSbXXJycl+9UdjQABAgQIzFnAfDRnYLsnQIDAKgrs\nM2WnD8v6ZyS3TD6XHJCM2rYsPCc5Lrlv8u1EW5xAmb8n2Xt4yANze+1w2Q0BAgT6JmA+6tuI\n6g8BAgSWRGDaV5BelvOutzIck9w9qWJp1B6XhRck90ieOHrQ7cIE6h8L9erdzwzzmNz+30Qj\nQIBAHwXMR30cVX0iQIDAEghMWyA9JOf8iuTD65x7vVrx/OSy5P7rPO+h+QvUGLxjmHfmtt4G\nqREgQKCPAuajPo6qPhEgQGAJBKYpkA7K+R6SfH7MeV+d5z4zXG/Map4iQIAAAQIzC5iPZqaz\nIQECBAhsJDBNgXR5dvaV5H5jdlqTVr3F7qwx6yzTU/V5ne9Lbr5MJ+VcCBAgQGCsgPloLI8n\nCRAgQGAzAtMUSHWcdyVPSZ6e1EUAmq2KjNclByd1sYBlabfKibwyeXXjhOocT07qLWj/mlyU\nnJk8M9EIECBAYPkFzEfLP0bOkAABAishUEXQecmupD5rVK8oXZCcllSRUY83C5Hc3dL2PTn6\n+Umd1weGZ7Jvbv9p+Fh9Zud9SV3M4NzhY1U4TVs4ZpNNtROzdZ3jTcftZcdg+5FXD/bbdekN\nb3Vcu+qj88AVax90nwCBXgtsT+/qd8cDet3L9TtnPlrfZbOPTjQfjTvIewb7nvv2wb6fHreO\n5wgQ6J3AKs9H1w9mFR31isyOpCbmUapA+qVkdJnpLG55e3HOoM7vN5PR9zP96vCxP8nt9yaj\nVgP70qTWf9jowQXdTjQhKZAWNBoOQ6A7Aqs+IZmP2v9ZnWg+GndYBdI4Hc8R6K3Aqs9H3xnY\nKoTunDwwuc13Hl2uhY/ldM5Omq8IvTX3L0n2Tda2Wu+85I/WPjHn+xNNSAqkOY+C3RPonoAJ\n6YYxMx+197M70Xw07nAKpHE6niPQW4FezUf7TDlMVRDVW+vq1aJ6e1oVH5VRqwLjmKTW+cTo\nwS28rf79c3Jd4xzqvKsIqivurW213peT71/7hPsECBAgsFQC5qOlGg4nQ4AAgf4IVEEzTXtv\nVq4LNOyp1dvY3p/8wp5WWPDj/5TjPSy5ZeO4H8zyXZNDG4+NFustd/dNPjl6wC0BAgQILKWA\n+Wgph8VJESBAoPsCG72CVK+kHNvo5s2yfO/kyY3HRotVbB01vHPx6MEtvj0lx//5pF7NekLy\noeT/JD+VvDn5maReMapW516PXZPU2/A0AgQIEFgeAfPR8oyFMyFAgMBKCxyU3lcBMboQwyS3\nV2b9+yyRWhVI30rq7XP1ytCfJv97eH9nbj+bfDWpvtU6JyaLbnXMOr6r2C1a3vEIdFtge06/\nfneswlXszEeL+VmdaD4adyo+gzROx3MEeivQq/loo1eQ6sv4HpXcfTicL85tvQrzl8P7zZsq\nLr6ZnJGc13xii5dfneP/dfIrSb1idEJSH+ittm9yt6S+D+nPkxckn040AgQIEFguAfPRco2H\nsyFAgEBvBTYqkKrjVfBUqtXnc+ozPG+tOx1q9QrRbw1TxVF91ui2SRV05yeXJhoBAgQILLeA\n+Wi5x8fZESBAoBcCkxRIzY7WqzAbtSpAviepomQZW13F7oJhlvH8nBMBAgQIbCxgPtrYyBoE\nCBAgMIPAtAVSHeK45HHJwUm9Ra3atqT2dZPk+5KTk+clGgECBAgQmJeA+WhesvZLgACBFRaY\ntkCqCx7URQ7GtX/Nk58Yt8ISP/e0nNtTkyrwXrmJ87xztq1LjNcH1iZpo89ETbKudQgQIEDg\nhiuUmo82/kkwH21sZA0CBAjsJjBtgfQb2bo+KFvfhXR68vmkLmxQn0mqK9e9Iqnvpjgt6WK7\ndU76yKRuN9POycb/KRm9wrbRvn4sKzxjo5U8T4AAAQLfETAffYdi7MI5edZ8NJbIkwQIEJhd\noF7lqMti/0VjF1UMvb1x/15Zrs/43K/xWJcW2yqQpu3zidnAZb6nVbM+AQK9uqzqFMNpPpoC\na8pVJ5qPxu3TZb7H6XiOQG8FejUf7TXFMB2YdesVkbqK3aidlYUfGt3J7T8n/5I8tvFYlxbr\nwhJnJnWrESBAgMByCpiPlnNcnBUBAgR6ITBNgXRZevyN5IhGz6tAukPSfEvaebk/+t6kxqpL\ns3hIzuSOyQ8kdanvsV/Omuc1AgQIEFguAfPRco2HsyFAgECvBKYpkKrjdfGFumrQ0XUn7VM3\n3Fz/WC3eLDkmqc8pLVOrt/6dknwtuTj5YlLF3fnJlckXklclhyYaAQIECCy/gPlo+cfIGRIg\nQGAlBI5KL+tzSNclP5xUgVXFxbeT05IqQOqzNCcky9KemxOpc6qcm3w0eWfy58m7kr9PLkzq\n+XqF7AnJottE7/neMdh+5NWD/XZdOhjUq2Br26PzwBVrH3SfAIFeC/TqPd9TjpT5aEqwCVef\naD4aty+fQRqn4zkCvRVY5fno+kH99/nvu5O7Dof43rn9cjIqQl6f5WlfmRruqvWb44fnVYVQ\nneeeWn2P07HJx5PqxwOTRbaJJiQF0iKHxLEIdEJg1Sck81H7P6YTzUfjDqtAGqfjOQK9FVj1\n+Wjdga0rClUBcud1n926B9+QQ9crXPtNeAr1yky9PfCVE67f1moTTUgKpLa47YdAbwRMSDce\nSvPRjU2meWSi+WjcDhVI43Q8R6C3Ar2aj6b9HqT6nqNvJb+ZXNMY4muzfEbj/rIs1ncafSzZ\nMeEJXZL1zkzq4g0aAQIECCyvgPloecfGmREgQKDTAtO8Fa5ehXli8qikWRwtM0B9tqi+wHbf\nCU+yXkGqouqsCde3GgECBAgsXsB8tHhzRyRAgMDKCExTINXFGeoiAAck9ZmdLrTX5iTrsuSn\nJqMr76133tWfY5L6bFX1ry44oREgQIDAcgqYj5ZzXJwVAQIEeiEwzVvs6uIFP5m8OXl78vLk\n35KvJ2tbvaVt0re1rd22zftvzM5ulZyU1FXeLkjOTy5K6rNGByW3SA5PDkvqlbFnJh9JNAIE\nCBBYTgHz0XKOi7MiQIDASgp8OL2uS2HX5DQuz8vzy9Tq4hFvSqpAWnveV+Wxf01emNw+2Yp2\nYg5a5zX2S2tdpGErhsYxCSy1QK8+FDultPloSrAJV59oPhq3LxdpGKfjOQK9FejVfLTPlMNU\nn82pCxls1D6/0QoLfv7sHO/xw2PWq0YHJ/sn9b1NlyUaAQIECHRLwHzUrfFytgQIEOiMwLQF\n0lM607M9n2i9ta6iESBAgEB3BcxH3R07Z06AAIGlFpjmIg1L3REnR4AAAQIECBAgQIAAgc0K\nKJA2K2h7AgQIECBAgAABAgR6I6BA6s1Q6ggBAgQIECBAgAABApsVmPYzSJs9nu0JECBAgACB\n/glse99gsHd169r+9U2PCBBYMQEF0ooNuO4SIECAAIG2BXYOtn9m22Db3Ub7fcfguk+Nlt0S\nIECgawKbeYvdTdLZeyZHDzs99jt8ugbjfAkQIECgMwLmoy0eqhRHh+br/H4nrx/9yH8c7Dz9\n6YOrP77Fp+TwBAgQmFlglgLpDjnam5P6gtUzk/qC1WqvT05K9qs7GgECBAgQmLOA+WjOwNPs\n/rrB4Kx9B9d85G2DXd/48mCwc5ptrUuAAIFlEpj2LXaH5eTPSG6ZfC45IBm1bVl4TnJcct/k\n24lGgAABAgTmIWA+moeqfRIgQIDAYNpXkF4Ws3orwzHJ3ZMqlkbtcVl4QXKP5ImjB90SIECA\nAIE5CJiP5oBqlwQIECAwmLpAekjQXpF8eB28unDN85PLkvuv87yH2heo8Xj2MMe3v3t7JECA\nwNIKmI+WdmicGAECBLotMM1b7A5KVw9JPj+my1fnuc8M1xuzmqdaEqji6K7JecP9va2l/doN\nAQIEllnAfLTMo+PcCBAg0HGBad5id3n6+pXkfmP6XJNWvcXurDHreKpdgVdndz88zM+2u2t7\nI0CAwFIKmI+WclicFAECBPohME2BVD1+V/KU5OnJgUmz3Tx3XpccnLyn+YRlAgQIECDQsoD5\nqGVQuyNAgACBGwSmLZB+LZvl6p2DP04uSB6Y3Dk5LflC8tjkNcnpiUaAAAECBOYlYD6al6z9\nEiBAYMUFpi2QLo3XvZNXJfsnt05uk1RhVO0ZSb3CpBEgQIAAgXkKmI/mqWvfBAgQWGGBaS7S\nMGL6Rhaemvxicnjyvck5Sb2ypBEgQIAAgUUJmI8WJe04BAgQWCGBaV9Bqu85elBSXwpbl/U+\nO/loojgKgkaAAAECCxMwHy2M2oEIECCwWgLTFkiPD8/7k39Lfie5Q6IRIECAAIFFC5iPFi3u\neAQIEFgRgWkLpMfE5X8k+yW/l3wxqSvWPSG5SaIRIECAAIFFCJiPFqHsGAQIEFhBgWkLpE/H\n6DeSeuXoYcnrk/snb0guTF6ZHJ1oBAgQIEBgngLmo3nq2jcBAgRWWGDaAmlEdV0W3ps8MamL\nNNQXlH4g+bnk75JnJRoBAgQIEJi3gPlo3sL2T4AAgRUTmLVAajLtmzv1lru9Gw9e3Vi2SIAA\nAQIEFiFgPlqEsmMQIECg5wKzXOa7SLYnj0zqlaO6rQKpLrd6cvLq5MxEI0CAAAEC8xYwH81b\n2P4JECCwYgLTFkg/HJ8TkuOTQ5K61Pe7kiqK3pF45SgIGgECBAjMXcB8NHdiByBAgMBqCkxb\nIP1ZmO6UnJX8YVL36+IMGgECBAgQWKSA+WiR2o5FgACBFRKYpUB6d3w+tkJGukqAAAECyydQ\nBZL5aPnGxRkRIECg8wLTFki/2/ke6wABAgQI9EHAfNSHUdQHAgQILKHARgVSfc6orgp0cXJN\ncstk72SjdlVWqGgECBAgQKANAfNRG4r2QYAAAQIbCmx0me/3ZQ9fTY4a7unjw/v12Lj8+nB9\nNwQIECBAoA0B81EbivZBgAABAhsKbPQKUn0Z7L8mlwz3VFesu9VwedzNZ8c96TkCBAgQIDCl\ngPloSjCrEyBAgMBsAhsVSGtfCXpRDnNZctEeDlevSB0zXGcPq3iYAAECBAhMLWA+mprMBgQI\nECAwi8BGb7Fbu8/6C97T1z7YuF9fGPv+5Bcaj1kkQIAAAQJtC5iP2ha1PwIECBC4XmCjV5C+\nP2sd27C6WZbvnTy58dhosYqt0WeV6qIOGgECBAgQaEvAfNSWpP0QIECAwFiBjQqkuhDD7yeH\nNfbymCxX9tTq6nV/uacnPU6AAAECBGYQMB/NgGYTAgQIEJheYKMC6fLs8lHJ3Ye7fnFuP5Ss\nVwBdl8e/mZyRnJdoBAgQIECgLQHzUVuS9kOAAAECYwU2KpBq4yp4KtXum3wweWvd0QgQIECA\nwAIFzEcLxHYoAgQIrKrAJAVS0+ZXmncsEyBAgACBLRIwH20RvMMSIECg7wIbFUi+ubzvPwH6\nR4AAgW4ImI+6MU7OkgABAp0X2Ogy3765vPNDrAMECBDohYD5qBfDqBMECBBYfoGNXkHyzeXL\nP4bOkAABAqsgYD5ahVHWRwIECCyBwEYF0tpvLv/FJThnp0CAAAECqydgPlq9MddjAgQIbInA\nRm+xm/SkqtD6gWTbpBtYjwABAgQIzEHAfDQHVLskQIDAKgnMUiA9LkCvaiA9OssXJWclFyQ/\nkWgECBAgQGDeAuajeQvbPwECBFZQYNoC6bgYvSU5IalXiw5O/iy5WfI3yU2TNyV3STQCBAgQ\nIDAvAfPRvGTtlwABAisuMG2B9Lvx+mJydLIreWxSRdILkx9L7jW8XxOXRoAAAQIE5iVgPpqX\nrP0SIEBgxQWmKZBq3SOSeoXozKHbI4a3pw5vz87t55I8VhGvAABAAElEQVR7D++7IUCAAAEC\nbQuYj9oWtT8CBAgQ+I7ANAVSvY1u/+Qrw633zu3Dk4uTjw8fq5taZ3vjvkUCBAgQINCmgPmo\nTU37IkCAAIHdBKYpkC7LllUMHTPcw8NyW99s/u7kuuFj9Ra7OyX1SpJGgAABAgTmIWA+moeq\nfRIgQIDA9QLTFEi1weuT45P3D5frc0h/klT7neTDSRVLr0k0AgQIECAwLwHz0bxk7ZcAAQIr\nLlDfFzFNe1ZWrleNqki6Ivml5ANJtQcldWW7Jyb1OSSNAAECBAjMS8B8NC9Z+yVAgMCKC0xb\nIH07XickT0muTuoVpFH7tSx8ManCSSNAgAABAvMUMB/NU9e+CRAgsMIC0xZII6qdWTg8qava\n3SL5enJGojgKgkaAAAECCxMwHy2M2oEIECCwGgKzFEh3D83JybFriOoVpXr8V5LmK0trVnOX\nAAECBAi0ImA+aoXRTggQIECgKTBtgXT7bPyx5KCkrl73z8mlST1e34n0jOTA5MSkLtagESBA\ngACBeQiYj+ahap8ECBAgMJi2QHppzOp7jh6anL7Grz6D9JLkF5NXJx9ONAIECBAgMA8B89E8\nVO2TAAECBAbTXub7QTF7VbK2OCrKeotdvb2uPo/04EQjQIAAAQLzEjAfzUvWfgkQILDiAtMU\nSAfHqi7I8OkxZtfkuc8n9x6zjqcIECBAgMBmBMxHm9GzLQECBAiMFZimQKpvLq8cNWaP2/Pc\n3ZIvjlnHUwQIECBAYDMC5qPN6NmWAAECBMYKTFMg1Y7qwgx1AYZH1Z01rT6bVFexu2XyvjXP\nuUuAAAECBNoUMB+1qWlfBAgQIPAdgWkv0lDfXP5jyTuSughDXcXukqSuJvSw5HbJW5J3JhoB\nAgQIEJiXgPloXrL2S4AAgRUXmLZAOjdeP5ickvx48iPJqH0zC89N/sfoAbcECBAgQGBOAuaj\nOcHaLQECBFZdYNoCqbwuSH4iqe87OiK5dVKfOfpCsiPRCBAgQIDAIgTMR4tQdgwCBAismMC0\nn0Fq8lQxtDP5VvKVRHEUBI0AAQIEFi5gPlo4uQMSIECgvwKzFEiHheP/JVcmn0zqO5EuSupV\npKcmGgECBAgQWISA+WgRyo5BgACBFROY9i129f1Gf5XU2+rek3w2qUKpLs7w0OTkpN5296vJ\nrkQjQIAAAQLzEDAfzUPVPgkQIEBgMG2B9MyY7Z/cL/mnNX71HUgvTn45+b/JRxKNAAECBAjM\nQ8B8NA9V+yRAgACBwTRvsds7Xj+evCBZWxwVZX0eqYqjC5NHJhoBAgQIEJiHgPloHqr2SYAA\nAQLXC0xTINWrTXXlurpq0J7atXninOROe1rB4wQIECBAYJMC5qNNAtqcAAECBPYsME2BVFcJ\n+ofk55I9bXd4njsq+WCiESBAgACBeQiYj+ahap8ECBAgcL3AngqdPfE8OU9UAfSOpD6HVJ87\nqnZA8pjkb5K6cMNfJrds5CZZ1ggQIECAQFsC5qO2JO2HAAECBHYTmPYiDW/K1jdLHjHMdbmt\nq9gdlDRbfQ6p2Z6dO/+t+YBlAgQIECCwCQHz0SbwbEqAAAECexaYtkCqt9idu+fd7fGZz+/x\nGU8QIECAAIHpBcxH05vZggABAgQmEJi2QHraBPu0CgECBAgQmLeA+WjewvZPgACBFRWY9jNI\nK8qk2wQIECBAgAABAgQIrIKAAmkVRlkfCRAgQIAAAQIECBCYSECBNBGTlQgQIECAAAECBAgQ\nWAUBBdIqjLI+EiBAgAABAgQIECAwkYACaSImKxEgQIAAAQIECBAgsAoCCqRVGGV9JECAAAEC\nBAgQIEBgIoHNFEg3yRHumRw9PNJNJzqilQgQIECAQLsC5qN2Pe2NAAECKy0wS4F0h4i9Obkq\nOTN5YVLt9clJyX51RyNAgAABAnMWMB/NGdjuCRAgsIoC035R7GFBOiO5ZfK55IBk1LZl4TnJ\nccl9k28nGgECBAgQmIeA+WgeqvZJgAABAoNpX0F6WczqrQzHJHdPqlgatcdl4QXJPZInjh50\nS4AAAQIE5iBgPpoDql0SIECAwGDqAukhQXtF8uF18K7NY89PLkvuv87zHiJAgAABAm0JmI/a\nkrQfAgQIENhNYJpXkA7Klockn99tD7vfuTp3P5PUehoBAgQIEJiHgPloHqr2SYAAAQLXC0xT\nIF2eLb6S3G+MXU1a9Ra7s8as4ykCBAgQILAZAfPRZvRsS4AAAQJjBaYpkGpH70qekjw9OTBp\ntpvnzuuSg5P3NJ9Y8uVDc35HJNNaLHm3nB4BAgR6LWA+6vXw6hwBAgS2TmDaouDXcqpfTv44\nuSB5YHLn5LTkC8ljk9ckpyddab+eE60r8lWBpxEgQIBANwTMR90YJ2dJgACBzglMe5nvS9PD\neycnJT+f1FvqqlVhdHHyjOR/JcvSjsyJbPQFtrcdnmy9dbDetlHtS8n51y/5DwECBAgso4D5\naBlHxTkRIEBgxQX2Tv/r1aN6Fek2S2rxiZzXrhnyuwvuz4nDcxxbzO0YbD/y6sF+u/KvgtFF\nMOqVut9b8Lk6HAECyyOwPadSv+MesDyntCVnYj5qj32i+Wjt4TI3fT1z1H8cPv7nuT157Tru\nEyDQa4FezUfTvoLUHNm6rPfZwzQfX6blV+ZkXpLsn7w9qbfSrW0/mgf+XfKy5FvDJz8yvHVD\ngAABAssvYD5a/jFyhgQIEOiMwLQF0qvSs1tP0Lv661Flq1sVSB9K3pg8LHlv8vKk/uI6an+U\nhSqQ6juc6m2CGgECBAgsv4D5aPnHyBkSIECgkwLTFkhVZNxpg57WZ3c+sME6i3y6vpepCqAX\nJC9NHp38fHJBohEgQIBANwXMR90cN2dNgACBpReY9ip290qPbrEm35P7RyU/m3w9qVeO6m1t\ny9R25GTqanUPTe6WfCr56UQjQIAAgW4KmI+6OW7OmgABAksvMO0rSJftoUcX5fFPJvVqzT8n\n9ba2+szPsrW/zQnVle3qrXdvSh6TXJloBAgQINAtAfNRt8bL2RIgQKAzAtO+grRRx+qqcecm\n9daHZW2X5MR+KjkheWRyYqIRIECAQL8EzEf9Gk+9IUCAwMIE2i6Q9suZ3zK51cJ6MPuB/iyb\n/lDyluT9ydWJRoAAAQL9EDAf9WMc9YIAAQILF5j2LXZ1uext65xl7efQ5KTkwOQfky60c3KS\nx3fhRJ0jAQIECOwmYD7ajcMdAgQIEGhLYNoC6bM58J02OHh9N9KfbLBO35+uV+Yekuw7YUd/\ncML1rEaAAAECNwiYjyb7STAfTeZkLQIECHxHYNoC6YPZ8l++s/V3F67L4uXJmckpyZ4+PJun\nlro9LWf31OTkpC7kMGu7YzZ8c1LfKjxJ23uSlaxDgAABAt8RMB99h2Lswh3zrPloLJEnCRAg\nsLvAtAXSz+2+ee/u1Zfg1lXuJvky3HGdr1fRDhm3wprn6kIRq/6q2xoSdwkQIDBW4OfGPtv9\nJ81H3R9DPSBAoKMC0xZIr0g/v5X8ZnJNR/s87rRPzpNvTb46biXPESBAgMCWC5iPtnwInAAB\nAgT6KVDvTZ601RWBnpg8KuljcVQOVRjV2wQVSKWhESBAYDkFzEfLOS7OigABAr0QmOYVpJ3p\n8RXJAUldyW5X0sVWb307OKkJtr4k9tLkqkQjQIAAgW4ImI+6MU7OkgABAp0UmOYVpCqIfnLY\ny7fn9seSuyQHrZMqPpap3SsnUxeP+FpycfLF5Kzk/KSKpC8kr0oOTTQCBAgQWG4B89Fyj4+z\nI0CAwEoJfDi9/UZSk9O4PC/PL0t7bk5kdK7nZvmjyTuTP0/elfx9cmFS61TfnpAsutVFGur4\nNx134B2D7UdePdhvV17yGl0A4vSs/3vjtvEcAQK9FqgrZdbvjgf0upfrd858tL7LZh+daD5a\ne5DMTV/PHPUfh4/X/Fqf6dUIEFgdgV7NR9O8xa6GuF51uWSCsf78BOssYpXjc5DnJ+9OnpOc\nkazX6i2DxyQvSt6QnJNUIaURIECAwHIKmI+Wc1ycFQECBDovMG2B9JSO9fi4nG9dcrtud4w5\n9/oLbH2nxsOTepXphESBFASNAAECSypgPlrSgXFaBAgQ6LrARp9Bqi+X++sOd/LInPvHknHF\nUbN79epYXcXuts0HLRMgQIDAlguYj7Z8CJwAAQIEVkNgowLprmG4W4cp6rNF90n2nbAP9dme\nKqrqrRsaAQIECCyPgPloecbCmRAgQKDXAhsVSF3v/GvTgSOSU5Ojx3Rm9Bmk+qxSXcb8tDHr\neooAAQIECEwrYD6aVsz6BAgQ2CKBaT+DtEWnOfNh35gtb5WclDw6uSA5P7kouTw5KLlFcnhy\nWFJfgPvM5COJRoAAAQIE2hIwH7UlaT8ECBCYs8AkBdLeOYfvmfI8vpn1K1vd6uILL0nelrwg\nOTZZ+0pSneeXk7qC3UuTLyUaAQIECCyfgPlo+cbEGREgQKB3ApMUSLdPr78+Zc+fl/WfP+U2\n81y9rmT3+OEB6lWjg5P9k/ri2MsSjQABAgSWX8B8tPxj5AwJECDQeYFJCqSd6eXnpuzpV6dc\nf5Gr11vrKhoBAgQIdEvAfNSt8XK2BAgQ6KTAJAVSvf3sqE72rqcnnfcJ/li6dlUy7Vsfeyqi\nWwQIrIiA+WhFBlo3CRAgsJUCkxRIW3l+jt0QeMXg2rv80mCf+pDU/87D9fmqynmNVSwSIECA\nAAECBAgQILAJgb5f5nsTNMu3aS6xd/14/fJgcM+c3eizVKcs35k6IwIECBAgQIAAAQLdFFAg\ndXPcnDUBAgQIECBAgAABAnMQ2Ogtdn+aY9bV3jQCBAgQILCVAuajrdR3bAIECKyQwEYF0stW\nyEJXCRAgQGB5BcxHyzs2zowAAQK9EvAWu14Np84QIECAAAECBAgQILAZAQXSZvRsS4AAAQIE\nCBAgQIBArwQUSL0aTp0hQIAAAQIECBAgQGAzAgqkzejZlgABAgQIECBAgACBXgkokHo1nDpD\ngAABAgQIECBAgMBmBBRIm9GzLQECBAgQIECAAAECvRJQIPVqOHWGAAECBAgQIECAAIHNCGz0\nPUib2bdtCRAgQIAAgRUQ2DnYte8rB9c+OF09MLlTckmiESBAoJMCCqRODpuTJkCAAAECyyNw\n5WBws38Y7PrZnNEjh2f1meU5O2dCgACB6QS8xW46L2sTIECAAAEC6wgcO9jrlDxcrx5VXr7O\nKh4iQIBAJwQUSJ0YJidJgAABAgQIECBAgMAiBBRIi1B2DAIECBAgQIAAAQIEOiGgQOrEMDlJ\nAgQIECBAgAABAgQWIaBAWoSyYxAgQIAAAQIECBAg0AkBBVInhslJEiBAgAABAgQIECCwCAEF\n0iKUHYMAAQIECBAgQIAAgU4IKJA6MUxOkgABAgQIECBAgACBRQgokBah7BgECBAgQIAAAQIE\nCHRCQIHUiWFykgQIECBAgAABAgQILEJAgbQIZccgQIAAAQIECBAgQKATAgqkTgyTkyRAgAAB\nAgQIECBAYBECCqRFKDsGAQIECBAgQIAAAQKdEFAgdWKYnCQBAgQIECBAgAABAosQUCAtQtkx\nCBAgQIAAAQIECBDohIACqRPD5CQJECBAgAABAgQIEFiEgAJpEcqOQYAAAQIECBAgQIBAJwQU\nSJ0YJidJgAABAgQIECBAgMAiBBRIi1B2DAIECBAgQIAAAQIEOiGgQOrEMDlJAgQIECBAgAAB\nAgQWIaBAWoSyYxAgQIAAAQIECBAg0AkBBVInhslJEiBAgAABAgQIECCwCAEF0iKUHYMAAQIE\nCBAgQIAAgU4IKJA6MUxOkgABAgQIECBAgACBRQgokBah7BgECBAgQIAAAQIECHRCQIHUiWFy\nkgQIECBAgAABAgQILEJAgbQIZccgQIAAAQIECBAgQKATAgqkTgyTkyRAgAABAgQIECBAYBEC\nCqRFKDsGAQIECBAgQIAAAQKdEFAgdWKYnCQBAgQIECBAgAABAosQUCAtQtkxCBAgQIAAAQIE\nCBDohIACqRPD5CQJECBAgAABAgQIEFiEgAJpEcqOQYAAAQIECBAgQIBAJwQUSJ0YJidJgAAB\nAgQIECBAgMAiBBRIi1B2DAIECBAgQIAAAQIEOiGgQOrEMDlJAgQIECBAgAABAgQWIaBAWoSy\nYxAgQIAAAQIECBAg0AkBBVInhslJEiBAgAABAgQIECCwCAEF0iKUHYMAAQIECBAgQIAAgU4I\nKJA6MUxOkgABAgQIECBAgACBRQgokBah7BgECBAgQIAAAQIECHRCQIHUiWFykgQIECBAgAAB\nAgQILEJAgbQIZccgQIAAAQIECBAgQKATAgqkTgyTkyRAgAABAgQIECBAYBECCqRFKDsGAQIE\nCBAgQIAAAQKdEFAgdWKYnCQBAgQIECBAgAABAosQUCAtQtkxCBAgQIAAAQIECBDohIACqRPD\n5CQJECBAgAABAgQIEFiEgAJpEcqOQYAAAQIECBAgQIBAJwQUSJ0YJidJgAABAgQIECBAgMAi\nBBRIi1B2DAIECBAgQIAAAQIEOiGgQOrEMDlJAgQIECBAgAABAgQWIaBAWoSyYxAgQIAAAQIE\nCBAg0AkBBVInhslJEiBAgAABAgQIECCwCAEF0iKUHYMAAQIECBAgQIAAgU4IKJA6MUxOkgAB\nAgQIECBAgACBRQgokBah7BgECBAgQIAAAQIECHRCQIHUiWFykgQIECBAgAABAgQILEJAgbQI\nZccgQIAAAQIECBAgQKATAgqkTgyTkyRAgAABAgQIECBAYBECCqRFKDsGAQIECBAgQIAAAQKd\nEFAgdWKYnCQBAgQIECBAgAABAosQUCAtQtkxCBAgQIAAAQIECBDohIACqRPD5CQJECBAgAAB\nAgQIEFiEgAJpEcqOQYAAAQIECBAgQIBAJwQUSJ0YJidJgAABAgQIECBAgMAiBBRIi1B2DAIE\nCBAgQIAAAQIEOiGgQOrEMDlJAgQIECBAgAABAgQWIaBAWoSyYxAgQIAAAQIECBAg0AkBBVIn\nhslJEiBAgAABAgQIECCwCAEF0iKUHYMAAQIECBAgQIAAgU4IrFqBtFF/986oHZLs34nRc5IE\nCBAg0FUB81FXR855EyDQe4GNfkH3AeDW6cRfJBcnlyfvS344Wa/dMw/Wes9a70mPESBAgACB\nTQiYjzaBZ1MCBAgsSmCfRR1oi45zYI778eT2SRVH5ycPSj6Y/GHynEQjQIAAAQLzFujbfHTT\ngP1Bsl/B7RoMttWtRoAAgT4I9P0VpP+aQari6PnJ7ZIjkvsln06enbw40QgQIECAwLwF+jYf\n3SVgz0gOTQ7ePhjsOGqw7ex5I9o/AQIEFiHQ9wLpgUH8WnJScsUQ9J9ye2zyoeRXk5q0NAIE\nCBAgME+Bvs5HTwna42822HblfQfbar7VCBAg0HmBvhdIt80IVSF0zZqRuiz3H5WcmfxR8p8S\njQABAgQIzEvAfDQvWfslQIBAywJ9L5DOjddDk/WuSlefSXpEUp9Lem2ypws35CmNAAECBAhs\nSsB8tCk+GxMgQGBxAn0vkE4P5cFJfZD0NuuwXpDHHpbU2+/+OnlkohEgQIAAgbYFzEdti9of\nAQIE5iTQ9wLp5XH7bFKfNfpS8tPJ2vb5PPDw5LqkPqtUbdsNN/5LgAABAgRaETAftcJoJwQI\nEJi/QN8LpG+H8OjkZcl5yc5kvfaJPHjf5N3rPekxAgQIECCwSQHz0SYBbU6AAIFFCeyzqANt\n4XGuzLF/eZhxBeEXss5PJHUZ8JrINAIECBAg0KaA+ahNTfsiQIDAnARWoUBq0tXb6DZq9cWy\nGgECBAgQmKeA+WieuvZNgACBTQisWoG0EdXTssJTk5OTV2608pjnb5Hn/jDJd+dN1L5/orWs\nRIAAAQKrImA+WpWR1k8CBJZOYNxbzpbuZBdwQrfOMY5M6lYjQIAAAQJbJWA+2ip5xyVAYOUF\nvIK0+49AvXL01uSruz889b2Ls8UvTLHViVm3vmVdI0CAAAECJWA+8nNAgACBLRJQIO0OX4XR\nZouj3ffoHgECBAgQmF7AfDS9mS0IECDQisAqFkiHRK6+PHa/pK4odGlyVaIRIECAAIFFCpiP\nFqntWAQIEJhQYFU+g3SveJySfC2pt799MTkrOT+pIqku8f2q5NBEI0CAAAEC8xIwH81L1n4J\nECDQksAqvIL03Fg9f+hVXxb7saSKpCqM6pWkuuLcHZL6zNDjkmckb0w0AgQIECDQpoD5qE1N\n+yJAgMCcBPpeIB0ftyqO3p08JzkjWa9ty4PHJC9K3pCck3w00QgQIECAQBsC5qM2FO2DAAEC\nCxDo+1vsjovh2Und7qk4KuZdyQeThydXJCckGgECBAgQaEvAfNSWpP0QIEBgzgJ9L5COjF+9\npW7HhI6XZL0zk9tOuL7VCBAgQIDAJALmo0mUrEOAAIElEOh7gXRhjO+T7DuhdV1RqCaxuoCD\nRoAAAQIE2hIwH7UlaT8ECBCYs0DfC6TXxu+I5NTk6DGWo88g1WeVDkhOG7OupwgQIECAwLQC\n5qNpxaxPgACBLRLo+0Ua6mp0t0pOSh6dXJCcn1yUXJ4clNRV7A5PDkuuSZ6ZfCTRCBAgQIBA\nWwLmo7Yk7YcAAQJzFuh7gVQXX3hJ8rbkBcmxydpXkr6Zx76c1BXsXpp8KdEIECBAgECbAuaj\nNjXtiwABAnMU6HuBNKKrK9k9fninXjWq7z/aP6kvjr0s0QgQIECAwCIEzEeLUHYMAgQIbEJg\nVQqkJlG9ta6iESBAgACBrRTo7HyUt2Mc+KTBPvl29b1enb82Xp1vy6g/PmoECBDohcAqFki9\nGDidIECAAAECWyXwqMHeh/3MYO/BNwe7Lt812FaF3quuHez4u606H8clQIBAmwIKpDY17YsA\nAQIECKyQwEsGO5/7vMHgnBXqsq4SILACAn2/zPcKDKEuEiBAgAABAgQIECDQloACqS1J+yFA\ngAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTO\nD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQ\nloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQI\nECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBA\ngAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J\n+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMC\nCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQI\nECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAAB\nAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EO\nECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloAC\nqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBA\noPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAAB\nAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFA\ngAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTO\nD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQ\nloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQI\nECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBA\ngAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J\n+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMC\nCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQI\nECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAAB\nAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EO\nECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloAC\nqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBA\noPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAAB\nAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFA\ngAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTO\nD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQ\nloACqS1J+yFAgAABAgQIECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQI\nECBAoPMCCqTOD6EOECBAgAABAgQIECDQloACqS1J+yFAgAABAgQIECBAoPMC+3S+B9N34JBs\ncnCyX3JlcmlyVaIRIECAAIFFCpiPFqntWAQIEJhQYFVeQbpXPE5JvpZcnHwxOSs5P6ki6QvJ\nq5JDE40AAQIECMxLwHw0L1n7JUCAQEsCq/AK0nNj9fyh13m5/VhSRVIVRvVK0i2SOyS/kDwu\neUbyxkQjQIAAAQJtCpiP2tS0LwIECMxJoO8F0vFxq+Lo3clzkjOS9dq2PHhM8qLkDck5yUcT\njQABAgQItCFgPmpD0T4IECCwAIG+v8XuuBiendTtnoqjYt6VfDB5eHJFckKiESBAgACBtgTM\nR21J2g8BAgTmLND3AunI+NVb6nZM6HhJ1jszue2E61uNAAECBAhMImA+mkTJOgQIEFgCgb4X\nSBfG+D7JvhNa1xWFahKrCzhoBAgQIECgLQHzUVuS9kOAAIE5C/S9QHpt/I5ITk2OHmM5+gxS\nfVbpgOS0Met6igABAgQITCtgPppWzPoECBDYIoG+X6ShrkZ3q+Sk5NHJBcn5yUXJ5clBSV3F\n7vDksOSa5JnJRxKNAAECBAi0JWA+akvSfggQIDBngb4XSHXxhZckb0tekBybrH0l6Zt57MtJ\nXcHupcmXEo0AAQIECLQpYD5qU9O+CBAgMEeBvhdII7q6kt3jh3fqVaP6/qP9k/ri2MsSjQAB\nAgQILELAfLQIZccg8P/buxNoSarCjONvhIFhGxhZBBVBMkQQM3EGBFGEYRmiIBA8gsEFTFyA\nGNGEoLhEQeAcgxw0RzhKThQJQUHDKKJhEFQUjVEEAQERZBnZFQaQdVbyfW/qQr161d1Vr251\nV1f/7+Gbqq6qrrr3V/X69n3V/UAAgQoCozJAShP5o3UOBQEEEEAAgUEK0B8NUp9jI4AAAh0E\n2v5HGjo0m8UIIIAAAggggAACCCCAwGSBUbyDNFnhuSVHa/Yo5QvKF59bXHpuGz3jamWtgs9c\nI9luVbfttXKZ1y8f/6/blqxDAAEEEBhyAfqjIT+BVB8BBIZXgAHSxHP3Aj30/wfJ0yrlTj35\nUKXo/39pe217mrJS6ViOH1t5sU7Y4fprE/d03IgVCCCAAAJtEKA/asNZpA0IIIBACwRidUhl\nKXbVE/wXjorecSq7f7ZHAIF2Cvg1w68dfg2htEuA/qhd55PWINB2gVb1R9xBmni5PqCHDgUB\nBBBAAIFBCtAfDVKfYyOAwEgLjOIAaZbOuP/M99rK48ojyhMKBQEEEEAAgX4K0B/1U5tjIYAA\nAgUFRuWv2M2Vx38o/v8eLVHuUG5W7lY8SLpNOUvZVKEggAACCCBQlwD9UV2y7BcBBBBAoLDA\nJ7SlP6PvLFb+V/mOcr5yifJz5T7F6x9U3qr0u/AdpH6LczwE2iHQqs98t+OUdG0F/VFXHlYi\ngMAQC9AfDdHJO0R19cDHA6F5Xeo9Tet2V65SvP1rlH4WBkj91OZYCLRHgA5peM4l/dHwnCtq\nigAC5QXoj8qbDewZ5+nI/vicv29UpPjz4P4/m1f5fyAVOU52GwZIWREeI4BAEQE6pCJKzdiG\n/qgZ54FaIIBAPQKt6o/a/h0k/z+NfqYsLXgtPKztrldeVHB7NkMAAQQQQKCIAP1RESW2QQAB\nBBog0PYBkr9btKMyvaC17yC5E/MfcKAggAACCCAQS4D+KJYk+0EAAQRqFmj7AOkc+W2nXKjs\n0sXS30F6nbJIWVf5lkJBAAEEEEAglgD9USxJ9oMAAgjULND2/w/SV+W3mXKycoByj+I/7f2Q\n4u8azVSer2ylbKGsUI5VfqpQEEAAAQQQiCVAfxRLkv0ggAACCEQR2EZ7+ZriAZL/Sl06/p/E\n3qqcpmypDKLwRxoGoc4xERh+gVZ9KXb4T0ehFtAfFWJiIwQQGDKBVvVHbb+DFK6t2zVzWPLA\nd402VGYo/h/HPqpQEEAAAQQQ6IcA/VE/lDkGAgggUEFgVAZIaSJ/tM6hIIAAAgggMEgB+qNB\n6nNsBBBAoINA2/9IQ4dmsxgBBBBAAAEEEEAAAQQQmCzAAGmyCUsQQAABBBBAAAEEEEBgRAUY\nII3oiafZCCCAAAIIIIAAAgggMFmAAdJkE5YggAACCCCAAAIIIIDAiAowQBrRE0+zEUAAAQQQ\nQAABBBBAYLIAA6TJJixBAAEEEEAAAQQQQACBERUYxT/z3eRT7f/JVq/iQe0avTZiPQIIDL3A\nSrVgVY9WFHnN6LELViOQK1Dk2qI/yqVjIQKtExi5/ogBUjOu4eVJNR5rRnWoBQIIDJnAsiGr\nL9VtrgD9UXPPDTVDYBgEWtEfTRsG6RGp405q5/Qebf0zrT9X+aDyZI9tm77686rgWcoNTa9o\nj/r5XNyufLvHdk1ffaAquI3yuaZXtEf9XqH1Ryrv77Fd01evqwr6XLxDua1HZd0ZXd1jG1Yj\nUEaA/qiMVnO2pT9qzrlwTeiPmnU+qE2LBeaobc8os1rQxifUhv1a0I7L1YaTWtAOt8FtGfbi\na8rX1rAX/4z7Z90/8xQEmihAf9S8s0J/1KxzQn/UrPNRqjb8kYZSXGyMAAIIIIAAAggggAAC\nbRZggNTms0vbEEAAAQQQQAABBBBAoJQAA6RSXGyMAAIIIIAAAggggAACbRZggNTms0vbEEAA\nAQQQQAABBBBAoJQAA6RSXGyMAAIIIIAAAggggAACbRZggNTms0vbEEAAAQQQQAABBBBAoJQA\nA6RSXGyMAAIIIIAAAggggAACbRZggNTms0vbEEAAAQQQQAABBBBAoJQAA6RSXGyMAAIIIIAA\nAggggAACbRZggDRcZ3eZqvuMsmK4qp1bW7dlee6a4VrodjjDXnwuaEdzzqJ/xv2z3oZz0hxV\nahJTwNcm/VFM0er78jlpw2sG/VH1ayHmHuiPYmqyr9oEZte25/7ueBsdrg0D9M3VjvX7S1fL\n0dwGt2XYi68pX1ttKG35WW/DuaAN+QJtuUbpj/LP76CW0h8NSr7zcdvys965haxBAAEEEEAA\nAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBA\nAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ\nQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE\nEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAAB\nBBBAAAEEEEAAAQQQQAABBBBAAIFBCawxqANz3EkCL9aSPRRP/6AsV8oUn8tdlZ2VFcoSZRCl\najvWVaXnKa9VNlL+pCxV+l2qtiNb3720YAvlruyKmh/HuC6mq46vVHxO1lEeUJ5R+llitGOG\nKryj8hplfeVBZaUyqLK1Dry/8uuSFYhhUfKQbD5iAlVf/5pyjVZtB/1R3As/xnVBfxT3nIS9\nba0Z+qOgwbQxAieqJh4Q+U2ns0L5kFK0bKsNf6OE53t6o7Kl0s9StR2Hq7LhzXdoiwdIx/Sz\nETpW1XZkq7ufFrg9l2ZX1Pw4xnXxRtXxYSWcD09/qXjf/Sox2uEB6p1Kuh136LGXD6LM1EFv\nUh4refAYFiUPyeYjJlD19a8p12jVdtAfxb3wY1wX9Edxz0nYG/1RkGDaKIEFqo3ftC1U5iq+\nA7RI8bL3K73KNG3wY8UDibcrs5X3KE8qi5X1lH6Uqu3w81cpftP6EeUVigdGNyu2eIfSj1K1\nHdk6bqoF9ytuQz8HSDGuiwNUZ58T3+E4WPH1+QXFA3gvm67UXWK04yWq5COKB3r+xcMOynHK\nQ8qjytZKP8ssHSz8jJcZIMWw6Gc7OdbwCVR9/WvKNVq1HX4+/VG86zfGdUF/FO98pPdEf5TW\nYL4xAr597wHB3YpvPYeylma8/C4lvTysT0+P1gO/+T4yvVDz7+mwPLNZlIcx2vHDpL77Zmr0\nqmS574jVXWK0I1vHi7TgD4rPUT8HSDGui6tUZw+8t1XS5QI9cHvmpxfWNB+jHf+surm+n8rU\n8YRk+cczy+t8eLB2fm9y3KWalhkgxbCos23se7gFYrz+NeEajdEO+qO413KM64L+KO458d7o\nj+KbssdIAm/QfvzG7dM5+zslWbd/zrr0op/rwdOKv6+TLr5l+pTiF5W6S9V2PE8V/IXiQVDe\ngNB3kXzXIm+dFkcrVduRrch7tcDn96+Tqe8a9KtUvS72UEVd9+NzKuyPbu6tbJazLvaiqu1w\nffzz5bYc6AepspfmvfzM1LI6Z8P19aAO4rpco5QZIMWwqLN97Hu4BcL1SX9EfxT7Sq762kV/\nFPuMjI2Fn3f6o/i27DGCwCe1D79Be1POvg5K1nmbTmW6Vvi30Nd32OBXWr5M8XZ1lqrt6Fa3\nGVr5qPK7bhtFWhezHb7r8rhyhuI2+Dz3a4AU47r4p6TO8zR12VDxH2nY1A/6VGK0w1X1YM7+\nC/0gVc7RvJd7ANuPskAHOUl5fnKwMgOkWBb9aCf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"text/plain": [ "Plot with title “Test Data”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "# ROC Curves\n", "\n", "library(ROCR)\n", "rocplot=function(pred, truth, ...){\n", " predob = prediction(pred, truth)\n", " perf = performance(predob, \"tpr\", \"fpr\")\n", " plot(perf,...)}\n", "svmfit.opt=svm(y~., data=dat[train,], kernel=\"radial\",gamma=2, cost=1,decision.values=T)\n", "fitted=attributes(predict(svmfit.opt,dat[train,],decision.values=TRUE))$decision.values\n", "par(mfrow=c(1,2))\n", "rocplot(fitted,dat[train,\"y\"],main=\"Training Data\")\n", "svmfit.flex=svm(y~., data=dat[train,], kernel=\"radial\",gamma=50, cost=1, decision.values=T)\n", "fitted=attributes(predict(svmfit.flex,dat[train,],decision.values=T))$decision.values\n", "rocplot(fitted,dat[train,\"y\"],add=T,col=\"red\")\n", "fitted=attributes(predict(svmfit.opt,dat[-train,],decision.values=T))$decision.values\n", "rocplot(fitted,dat[-train,\"y\"],main=\"Test Data\")\n", "fitted=attributes(predict(svmfit.flex,dat[-train,],decision.values=T))$decision.values\n", "rocplot(fitted,dat[-train,\"y\"],add=T,col=\"red\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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otAS8itj3H0ckcIh3dgGDWEjrsbQvhk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\nfD2dyos7wpzn5oQO1h7OOa0hNCyO3xNMOdOGJ3XhhoeOTWjnJz7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xiF6G3Vg4n4rhsy/HU7jWOq9Xmba4UmkCGEIXEXZPqV/pOe2wldpB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epHynJ9rUtTX1RFO5wMX7QRkscMWvxq+T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\nCNFvy6vc32FZeo28pj2Rqt15eo5MhySdmC+wMMk7hcmerg3ZJ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Pud7IWoBQWDgzyAJBMGsgouaajzh9KMSrGpTKPvrMqBgQ7QBfCdraCn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\ncLaFCwAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "# SVM with Multiple Classes\n", "\n", "set.seed(1)\n", "x=rbind(x, matrix(rnorm(50*2), ncol=2))\n", "y=c(y, rep(0,50))\n", "x[y==0,2]=x[y==0,2]+2\n", "dat=data.frame(x=x, y=as.factor(y))\n", "par(mfrow=c(1,1))\n", "plot(x,col=(y+1))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GlYMee8YnYml3pdPbYS+jxUW02MZEq7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IGAQMAoWGgPFBKjQoC7cguZ8T91Esk1vw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Pp4GZlXXUfmsGvIWrXGHpHZ8bd5Jez2OxaBjQ5z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\n3gAP0VfgK2R5b9WzmtAd5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"text/plain": [ "Plot with title “SVM classification plot”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "svmfit=svm(y~., data=dat, kernel=\"radial\", cost=10, gamma=1)\n", "plot(svmfit, dat)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 'xtrain'
  2. \n", "\t
  3. 'xtest'
  4. \n", "\t
  5. 'ytrain'
  6. \n", "\t
  7. 'ytest'
  8. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 'xtrain'\n", "\\item 'xtest'\n", "\\item 'ytrain'\n", "\\item 'ytest'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 'xtrain'\n", "2. 'xtest'\n", "3. 'ytrain'\n", "4. 'ytest'\n", "\n", "\n" ], "text/plain": [ "[1] \"xtrain\" \"xtest\" \"ytrain\" \"ytest\" " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Application to Gene Expression Data\n", "\n", "library(ISLR)\n", "names(Khan)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 63
  2. \n", "\t
  3. 2308
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\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 63\n", "\\item 2308\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 63\n", "2. 2308\n", "\n", "\n" ], "text/plain": [ "[1] 63 2308" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(Khan$xtrain)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 20
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\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 20\n", "\\item 2308\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 20\n", "2. 2308\n", "\n", "\n" ], "text/plain": [ "[1] 20 2308" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(Khan$xtest)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "63" ], "text/latex": [ "63" ], "text/markdown": [ "63" ], "text/plain": [ "[1] 63" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "20" ], "text/latex": [ "20" ], "text/markdown": [ "20" ], "text/plain": [ "[1] 20" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "length(Khan$ytrain)\n", "length(Khan$ytest)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", " 1 2 3 4 \n", " 8 23 12 20 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "table(Khan$ytrain)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "1 2 3 4 \n", "3 6 6 5 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "table(Khan$ytest)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Call:\n", "svm(formula = y ~ ., data = dat, kernel = \"linear\", cost = 10)\n", "\n", "\n", "Parameters:\n", " SVM-Type: C-classification \n", " SVM-Kernel: linear \n", " cost: 10 \n", " gamma: 0.0004332756 \n", "\n", "Number of Support Vectors: 58\n", "\n", " ( 20 20 11 7 )\n", "\n", "\n", "Number of Classes: 4 \n", "\n", "Levels: \n", " 1 2 3 4\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dat=data.frame(x=Khan$xtrain, y=as.factor(Khan$ytrain))\n", "out=svm(y~., data=dat, kernel=\"linear\",cost=10)\n", "summary(out)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ " \n", " 1 2 3 4\n", " 1 8 0 0 0\n", " 2 0 23 0 0\n", " 3 0 0 12 0\n", " 4 0 0 0 20" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "table(out$fitted, dat$y)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ " \n", "pred.te 1 2 3 4\n", " 1 3 0 0 0\n", " 2 0 6 2 0\n", " 3 0 0 4 0\n", " 4 0 0 0 5" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dat.te=data.frame(x=Khan$xtest, y=as.factor(Khan$ytest))\n", "pred.te=predict(out, newdata=dat.te)\n", "table(pred.te, dat.te$y)" ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.3.1" } }, "nbformat": 4, "nbformat_minor": 0 }